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	<!DOCTYPE html>
	<html>
	<head><meta charset="utf-8" />

	<title>Started_with_Colab</title>

	<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
	<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>



	<style type="text/css">
	/*!
	*
	* Twitter Bootstrap
	*
	*/
	/*!
	* Bootstrap v3.3.7 (http://getbootstrap.com)
	* Copyright 2011-2016 Twitter, Inc.
	* Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
	*/
	/! normalize.css v3.0.3 \| MIT License \| github.com/necolas/normalize.css /
	html {
	font-family: sans-serif;
	-ms-text-size-adjust: 100%;
	-webkit-text-size-adjust: 100%;
	}
	body {
	margin: 0;
	}
	article,
	aside,
	details,
	figcaption,
	figure,
	footer,
	header,
	hgroup,
	main,
	menu,
	nav,
	section,
	summary {
	display: block;
	}
	audio,
	canvas,
	progress,
	video {
	display: inline-block;
	vertical-align: baseline;
	}
	audio:not([controls]) {
	display: none;
	height: 0;
	}
	[hidden],
	template {
	display: none;
	}
	a {
	background-color: transparent;
	}
	a:active,
	a:hover {
	outline: 0;
	}
	abbr[title] {
	border-bottom: 1px dotted;
	}
	b,
	strong {
	font-weight: bold;
	}
	dfn {
	font-style: italic;
	}
	h1 {
	font-size: 2em;
	margin: 0.67em 0;
	}
	mark {
	background: #ff0;
	color: #000;
	}
	small {
	font-size: 80%;
	}
	sub,
	sup {
	font-size: 75%;
	line-height: 0;
	position: relative;
	vertical-align: baseline;
	}
	sup {
	top: -0.5em;
	}
	sub {
	bottom: -0.25em;
	}
	img {
	border: 0;
	}
	svg:not(:root) {
	overflow: hidden;
	}
	figure {
	margin: 1em 40px;
	}
	hr {
	box-sizing: content-box;
	height: 0;
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	pre {
	overflow: auto;
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	code,
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	font-family: monospace, monospace;
	font-size: 1em;
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	button,
	input,
	optgroup,
	select,
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	font: inherit;
	margin: 0;
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	button {
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	button,
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	button,
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	cursor: pointer;
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	button[disabled],
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	button::-moz-focus-inner,
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	input {
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	input[type="checkbox"],
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	box-sizing: border-box;
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	input[type="number"]::-webkit-inner-spin-button,
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	fieldset {
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	padding: 0.35em 0.625em 0.75em;
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	/! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css /
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	*,
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	a[href^="#"]:after,
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	tr,
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	p,
	h2,
	h3 {
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	h3 {
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	.navbar {
	display: none;
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	.btn > .caret,
	.dropup > .btn > .caret {
	border-top-color: #000 !important;
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	.label {
	border: 1px solid #000;
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	.table {
	border-collapse: collapse !important;
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	.table td,
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	src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
	src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
	}
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	position: relative;
	top: 1px;
	display: inline-block;
	font-family: 'Glyphicons Halflings';
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	content: "\e227";
	}
	.glyphicon-yen:before {
	content: "\00a5";
	}
	.glyphicon-jpy:before {
	content: "\00a5";
	}
	.glyphicon-ruble:before {
	content: "\20bd";
	}
	.glyphicon-rub:before {
	content: "\20bd";
	}
	.glyphicon-scale:before {
	content: "\e230";
	}
	.glyphicon-ice-lolly:before {
	content: "\e231";
	}
	.glyphicon-ice-lolly-tasted:before {
	content: "\e232";
	}
	.glyphicon-education:before {
	content: "\e233";
	}
	.glyphicon-option-horizontal:before {
	content: "\e234";
	}
	.glyphicon-option-vertical:before {
	content: "\e235";
	}
	.glyphicon-menu-hamburger:before {
	content: "\e236";
	}
	.glyphicon-modal-window:before {
	content: "\e237";
	}
	.glyphicon-oil:before {
	content: "\e238";
	}
	.glyphicon-grain:before {
	content: "\e239";
	}
	.glyphicon-sunglasses:before {
	content: "\e240";
	}
	.glyphicon-text-size:before {
	content: "\e241";
	}
	.glyphicon-text-color:before {
	content: "\e242";
	}
	.glyphicon-text-background:before {
	content: "\e243";
	}
	.glyphicon-object-align-top:before {
	content: "\e244";
	}
	.glyphicon-object-align-bottom:before {
	content: "\e245";
	}
	.glyphicon-object-align-horizontal:before {
	content: "\e246";
	}
	.glyphicon-object-align-left:before {
	content: "\e247";
	}
	.glyphicon-object-align-vertical:before {
	content: "\e248";
	}
	.glyphicon-object-align-right:before {
	content: "\e249";
	}
	.glyphicon-triangle-right:before {
	content: "\e250";
	}
	.glyphicon-triangle-left:before {
	content: "\e251";
	}
	.glyphicon-triangle-bottom:before {
	content: "\e252";
	}
	.glyphicon-triangle-top:before {
	content: "\e253";
	}
	.glyphicon-console:before {
	content: "\e254";
	}
	.glyphicon-superscript:before {
	content: "\e255";
	}
	.glyphicon-subscript:before {
	content: "\e256";
	}
	.glyphicon-menu-left:before {
	content: "\e257";
	}
	.glyphicon-menu-right:before {
	content: "\e258";
	}
	.glyphicon-menu-down:before {
	content: "\e259";
	}
	.glyphicon-menu-up:before {
	content: "\e260";
	}
	* {
	-webkit-box-sizing: border-box;
	-moz-box-sizing: border-box;
	box-sizing: border-box;
	}
	*:before,
	*:after {
	-webkit-box-sizing: border-box;
	-moz-box-sizing: border-box;
	box-sizing: border-box;
	}
	html {
	font-size: 10px;
	-webkit-tap-highlight-color: rgba(0, 0, 0, 0);
	}
	body {
	font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
	font-size: 13px;
	line-height: 1.42857143;
	color: #000;
	background-color: #fff;
	}
	input,
	button,
	select,
	textarea {
	font-family: inherit;
	font-size: inherit;
	line-height: inherit;
	}
	a {
	color: #337ab7;
	text-decoration: none;
	}
	a:hover,
	a:focus {
	color: #23527c;
	text-decoration: underline;
	}
	a:focus {
	outline: 5px auto -webkit-focus-ring-color;
	outline-offset: -2px;
	}
	figure {
	margin: 0;
	}
	img {
	vertical-align: middle;
	}
	.img-responsive,
	.thumbnail > img,
	.thumbnail a > img,
	.carousel-inner > .item > img,
	.carousel-inner > .item > a > img {
	display: block;
	max-width: 100%;
	height: auto;
	}
	.img-rounded {
	border-radius: 3px;
	}
	.img-thumbnail {
	padding: 4px;
	line-height: 1.42857143;
	background-color: #fff;
	border: 1px solid #ddd;
	border-radius: 2px;
	-webkit-transition: all 0.2s ease-in-out;
	-o-transition: all 0.2s ease-in-out;
	transition: all 0.2s ease-in-out;
	display: inline-block;
	max-width: 100%;
	height: auto;
	}
	.img-circle {
	border-radius: 50%;
	}
	hr {
	margin-top: 18px;
	margin-bottom: 18px;
	border: 0;
	border-top: 1px solid #eeeeee;
	}
	.sr-only {
	position: absolute;
	width: 1px;
	height: 1px;
	margin: -1px;
	padding: 0;
	overflow: hidden;
	clip: rect(0, 0, 0, 0);
	border: 0;
	}
	.sr-only-focusable:active,
	.sr-only-focusable:focus {
	position: static;
	width: auto;
	height: auto;
	margin: 0;
	overflow: visible;
	clip: auto;
	}
	[role="button"] {
	cursor: pointer;
	}
	h1,
	h2,
	h3,
	h4,
	h5,
	h6,
	.h1,
	.h2,
	.h3,
	.h4,
	.h5,
	.h6 {
	font-family: inherit;
	font-weight: 500;
	line-height: 1.1;
	color: inherit;
	}
	h1 small,
	h2 small,
	h3 small,
	h4 small,
	h5 small,
	h6 small,
	.h1 small,
	.h2 small,
	.h3 small,
	.h4 small,
	.h5 small,
	.h6 small,
	h1 .small,
	h2 .small,
	h3 .small,
	h4 .small,
	h5 .small,
	h6 .small,
	.h1 .small,
	.h2 .small,
	.h3 .small,
	.h4 .small,
	.h5 .small,
	.h6 .small {
	font-weight: normal;
	line-height: 1;
	color: #777777;
	}
	h1,
	.h1,
	h2,
	.h2,
	h3,
	.h3 {
	margin-top: 18px;
	margin-bottom: 9px;
	}
	h1 small,
	.h1 small,
	h2 small,
	.h2 small,
	h3 small,
	.h3 small,
	h1 .small,
	.h1 .small,
	h2 .small,
	.h2 .small,
	h3 .small,
	.h3 .small {
	font-size: 65%;
	}
	h4,
	.h4,
	h5,
	.h5,
	h6,
	.h6 {
	margin-top: 9px;
	margin-bottom: 9px;
	}
	h4 small,
	.h4 small,
	h5 small,
	.h5 small,
	h6 small,
	.h6 small,
	h4 .small,
	.h4 .small,
	h5 .small,
	.h5 .small,
	h6 .small,
	.h6 .small {
	font-size: 75%;
	}
	h1,
	.h1 {
	font-size: 33px;
	}
	h2,
	.h2 {
	font-size: 27px;
	}
	h3,
	.h3 {
	font-size: 23px;
	}
	h4,
	.h4 {
	font-size: 17px;
	}
	h5,
	.h5 {
	font-size: 13px;
	}
	h6,
	.h6 {
	font-size: 12px;
	}
	p {
	margin: 0 0 9px;
	}
	.lead {
	margin-bottom: 18px;
	font-size: 14px;
	font-weight: 300;
	line-height: 1.4;
	}
	@media (min-width: 768px) {
	.lead {
	font-size: 19.5px;
	}
	}
	small,
	.small {
	font-size: 92%;
	}
	mark,
	.mark {
	background-color: #fcf8e3;
	padding: .2em;
	}
	.text-left {
	text-align: left;
	}
	.text-right {
	text-align: right;
	}
	.text-center {
	text-align: center;
	}
	.text-justify {
	text-align: justify;
	}
	.text-nowrap {
	white-space: nowrap;
	}
	.text-lowercase {
	text-transform: lowercase;
	}
	.text-uppercase {
	text-transform: uppercase;
	}
	.text-capitalize {
	text-transform: capitalize;
	}
	.text-muted {
	color: #777777;
	}
	.text-primary {
	color: #337ab7;
	}
	a.text-primary:hover,
	a.text-primary:focus {
	color: #286090;
	}
	.text-success {
	color: #3c763d;
	}
	a.text-success:hover,
	a.text-success:focus {
	color: #2b542c;
	}
	.text-info {
	color: #31708f;
	}
	a.text-info:hover,
	a.text-info:focus {
	color: #245269;
	}
	.text-warning {
	color: #8a6d3b;
	}
	a.text-warning:hover,
	a.text-warning:focus {
	color: #66512c;
	}
	.text-danger {
	color: #a94442;
	}
	a.text-danger:hover,
	a.text-danger:focus {
	color: #843534;
	}
	.bg-primary {
	color: #fff;
	background-color: #337ab7;
	}
	a.bg-primary:hover,
	a.bg-primary:focus {
	background-color: #286090;
	}
	.bg-success {
	background-color: #dff0d8;
	}
	a.bg-success:hover,
	a.bg-success:focus {
	background-color: #c1e2b3;
	}
	.bg-info {
	background-color: #d9edf7;
	}
	a.bg-info:hover,
	a.bg-info:focus {
	background-color: #afd9ee;
	}
	.bg-warning {
	background-color: #fcf8e3;
	}
	a.bg-warning:hover,
	a.bg-warning:focus {
	background-color: #f7ecb5;
	}
	.bg-danger {
	background-color: #f2dede;
	}
	a.bg-danger:hover,
	a.bg-danger:focus {
	background-color: #e4b9b9;
	}
	.page-header {
	padding-bottom: 8px;
	margin: 36px 0 18px;
	border-bottom: 1px solid #eeeeee;
	}
	ul,
	ol {
	margin-top: 0;
	margin-bottom: 9px;
	}
	ul ul,
	ol ul,
	ul ol,
	ol ol {
	margin-bottom: 0;
	}
	.list-unstyled {
	padding-left: 0;
	list-style: none;
	}
	.list-inline {
	padding-left: 0;
	list-style: none;
	margin-left: -5px;
	}
	.list-inline > li {
	display: inline-block;
	padding-left: 5px;
	padding-right: 5px;
	}
	dl {
	margin-top: 0;
	margin-bottom: 18px;
	}
	dt,
	dd {
	line-height: 1.42857143;
	}
	dt {
	font-weight: bold;
	}
	dd {
	margin-left: 0;
	}
	@media (min-width: 541px) {
	.dl-horizontal dt {
	float: left;
	width: 160px;
	clear: left;
	text-align: right;
	overflow: hidden;
	text-overflow: ellipsis;
	white-space: nowrap;
	}
	.dl-horizontal dd {
	margin-left: 180px;
	}
	}
	abbr[title],
	abbr[data-original-title] {
	cursor: help;
	border-bottom: 1px dotted #777777;
	}
	.initialism {
	font-size: 90%;
	text-transform: uppercase;
	}
	blockquote {
	padding: 9px 18px;
	margin: 0 0 18px;
	font-size: inherit;
	border-left: 5px solid #eeeeee;
	}
	blockquote p:last-child,
	blockquote ul:last-child,
	blockquote ol:last-child {
	margin-bottom: 0;
	}
	blockquote footer,
	blockquote small,
	blockquote .small {
	display: block;
	font-size: 80%;
	line-height: 1.42857143;
	color: #777777;
	}
	blockquote footer:before,
	blockquote small:before,
	blockquote .small:before {
	content: '\2014 \00A0';
	}
	.blockquote-reverse,
	blockquote.pull-right {
	padding-right: 15px;
	padding-left: 0;
	border-right: 5px solid #eeeeee;
	border-left: 0;
	text-align: right;
	}
	.blockquote-reverse footer:before,
	blockquote.pull-right footer:before,
	.blockquote-reverse small:before,
	blockquote.pull-right small:before,
	.blockquote-reverse .small:before,
	blockquote.pull-right .small:before {
	content: '';
	}
	.blockquote-reverse footer:after,
	blockquote.pull-right footer:after,
	.blockquote-reverse small:after,
	blockquote.pull-right small:after,
	.blockquote-reverse .small:after,
	blockquote.pull-right .small:after {
	content: '\00A0 \2014';
	}
	address {
	margin-bottom: 18px;
	font-style: normal;
	line-height: 1.42857143;
	}
	code,
	kbd,
	pre,
	samp {
	font-family: monospace;
	}
	code {
	padding: 2px 4px;
	font-size: 90%;
	color: #c7254e;
	background-color: #f9f2f4;
	border-radius: 2px;
	}
	kbd {
	padding: 2px 4px;
	font-size: 90%;
	color: #888;
	background-color: transparent;
	border-radius: 1px;
	box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
	}
	kbd kbd {
	padding: 0;
	font-size: 100%;
	font-weight: bold;
	box-shadow: none;
	}
	pre {
	display: block;
	padding: 8.5px;
	margin: 0 0 9px;
	font-size: 12px;
	line-height: 1.42857143;
	word-break: break-all;
	word-wrap: break-word;
	color: #333333;
	background-color: #f5f5f5;
	border: 1px solid #ccc;
	border-radius: 2px;
	}
	pre code {
	padding: 0;
	font-size: inherit;
	color: inherit;
	white-space: pre-wrap;
	background-color: transparent;
	border-radius: 0;
	}
	.pre-scrollable {
	max-height: 340px;
	overflow-y: scroll;
	}
	.container {
	margin-right: auto;
	margin-left: auto;
	padding-left: 0px;
	padding-right: 0px;
	}
	@media (min-width: 768px) {
	.container {
	width: 768px;
	}
	}
	@media (min-width: 992px) {
	.container {
	width: 940px;
	}
	}
	@media (min-width: 1200px) {
	.container {
	width: 1140px;
	}
	}
	.container-fluid {
	margin-right: auto;
	margin-left: auto;
	padding-left: 0px;
	padding-right: 0px;
	}
	.row {
	margin-left: 0px;
	margin-right: 0px;
	}
	.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
	position: relative;
	min-height: 1px;
	padding-left: 0px;
	padding-right: 0px;
	}
	.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
	float: left;
	}
	.col-xs-12 {
	width: 100%;
	}
	.col-xs-11 {
	width: 91.66666667%;
	}
	.col-xs-10 {
	width: 83.33333333%;
	}
	.col-xs-9 {
	width: 75%;
	}
	.col-xs-8 {
	width: 66.66666667%;
	}
	.col-xs-7 {
	width: 58.33333333%;
	}
	.col-xs-6 {
	width: 50%;
	}
	.col-xs-5 {
	width: 41.66666667%;
	}
	.col-xs-4 {
	width: 33.33333333%;
	}
	.col-xs-3 {
	width: 25%;
	}
	.col-xs-2 {
	width: 16.66666667%;
	}
	.col-xs-1 {
	width: 8.33333333%;
	}
	.col-xs-pull-12 {
	right: 100%;
	}
	.col-xs-pull-11 {
	right: 91.66666667%;
	}
	.col-xs-pull-10 {
	right: 83.33333333%;
	}
	.col-xs-pull-9 {
	right: 75%;
	}
	.col-xs-pull-8 {
	right: 66.66666667%;
	}
	.col-xs-pull-7 {
	right: 58.33333333%;
	}
	.col-xs-pull-6 {
	right: 50%;
	}
	.col-xs-pull-5 {
	right: 41.66666667%;
	}
	.col-xs-pull-4 {
	right: 33.33333333%;
	}
	.col-xs-pull-3 {
	right: 25%;
	}
	.col-xs-pull-2 {
	right: 16.66666667%;
	}
	.col-xs-pull-1 {
	right: 8.33333333%;
	}
	.col-xs-pull-0 {
	right: auto;
	}
	.col-xs-push-12 {
	left: 100%;
	}
	.col-xs-push-11 {
	left: 91.66666667%;
	}
	.col-xs-push-10 {
	left: 83.33333333%;
	}
	.col-xs-push-9 {
	left: 75%;
	}
	.col-xs-push-8 {
	left: 66.66666667%;
	}
	.col-xs-push-7 {
	left: 58.33333333%;
	}
	.col-xs-push-6 {
	left: 50%;
	}
	.col-xs-push-5 {
	left: 41.66666667%;
	}
	.col-xs-push-4 {
	left: 33.33333333%;
	}
	.col-xs-push-3 {
	left: 25%;
	}
	.col-xs-push-2 {
	left: 16.66666667%;
	}
	.col-xs-push-1 {
	left: 8.33333333%;
	}
	.col-xs-push-0 {
	left: auto;
	}
	.col-xs-offset-12 {
	margin-left: 100%;
	}
	.col-xs-offset-11 {
	margin-left: 91.66666667%;
	}
	.col-xs-offset-10 {
	margin-left: 83.33333333%;
	}
	.col-xs-offset-9 {
	margin-left: 75%;
	}
	.col-xs-offset-8 {
	margin-left: 66.66666667%;
	}
	.col-xs-offset-7 {
	margin-left: 58.33333333%;
	}
	.col-xs-offset-6 {
	margin-left: 50%;
	}
	.col-xs-offset-5 {
	margin-left: 41.66666667%;
	}
	.col-xs-offset-4 {
	margin-left: 33.33333333%;
	}
	.col-xs-offset-3 {
	margin-left: 25%;
	}
	.col-xs-offset-2 {
	margin-left: 16.66666667%;
	}
	.col-xs-offset-1 {
	margin-left: 8.33333333%;
	}
	.col-xs-offset-0 {
	margin-left: 0%;
	}
	@media (min-width: 768px) {
	.col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
	float: left;
	}
	.col-sm-12 {
	width: 100%;
	}
	.col-sm-11 {
	width: 91.66666667%;
	}
	.col-sm-10 {
	width: 83.33333333%;
	}
	.col-sm-9 {
	width: 75%;
	}
	.col-sm-8 {
	width: 66.66666667%;
	}
	.col-sm-7 {
	width: 58.33333333%;
	}
	.col-sm-6 {
	width: 50%;
	}
	.col-sm-5 {
	width: 41.66666667%;
	}
	.col-sm-4 {
	width: 33.33333333%;
	}
	.col-sm-3 {
	width: 25%;
	}
	.col-sm-2 {
	width: 16.66666667%;
	}
	.col-sm-1 {
	width: 8.33333333%;
	}
	.col-sm-pull-12 {
	right: 100%;
	}
	.col-sm-pull-11 {
	right: 91.66666667%;
	}
	.col-sm-pull-10 {
	right: 83.33333333%;
	}
	.col-sm-pull-9 {
	right: 75%;
	}
	.col-sm-pull-8 {
	right: 66.66666667%;
	}
	.col-sm-pull-7 {
	right: 58.33333333%;
	}
	.col-sm-pull-6 {
	right: 50%;
	}
	.col-sm-pull-5 {
	right: 41.66666667%;
	}
	.col-sm-pull-4 {
	right: 33.33333333%;
	}
	.col-sm-pull-3 {
	right: 25%;
	}
	.col-sm-pull-2 {
	right: 16.66666667%;
	}
	.col-sm-pull-1 {
	right: 8.33333333%;
	}
	.col-sm-pull-0 {
	right: auto;
	}
	.col-sm-push-12 {
	left: 100%;
	}
	.col-sm-push-11 {
	left: 91.66666667%;
	}
	.col-sm-push-10 {
	left: 83.33333333%;
	}
	.col-sm-push-9 {
	left: 75%;
	}
	.col-sm-push-8 {
	left: 66.66666667%;
	}
	.col-sm-push-7 {
	left: 58.33333333%;
	}
	.col-sm-push-6 {
	left: 50%;
	}
	.col-sm-push-5 {
	left: 41.66666667%;
	}
	.col-sm-push-4 {
	left: 33.33333333%;
	}
	.col-sm-push-3 {
	left: 25%;
	}
	.col-sm-push-2 {
	left: 16.66666667%;
	}
	.col-sm-push-1 {
	left: 8.33333333%;
	}
	.col-sm-push-0 {
	left: auto;
	}
	.col-sm-offset-12 {
	margin-left: 100%;
	}
	.col-sm-offset-11 {
	margin-left: 91.66666667%;
	}
	.col-sm-offset-10 {
	margin-left: 83.33333333%;
	}
	.col-sm-offset-9 {
	margin-left: 75%;
	}
	.col-sm-offset-8 {
	margin-left: 66.66666667%;
	}
	.col-sm-offset-7 {
	margin-left: 58.33333333%;
	}
	.col-sm-offset-6 {
	margin-left: 50%;
	}
	.col-sm-offset-5 {
	margin-left: 41.66666667%;
	}
	.col-sm-offset-4 {
	margin-left: 33.33333333%;
	}
	.col-sm-offset-3 {
	margin-left: 25%;
	}
	.col-sm-offset-2 {
	margin-left: 16.66666667%;
	}
	.col-sm-offset-1 {
	margin-left: 8.33333333%;
	}
	.col-sm-offset-0 {
	margin-left: 0%;
	}
	}
	@media (min-width: 992px) {
	.col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
	float: left;
	}
	.col-md-12 {
	width: 100%;
	}
	.col-md-11 {
	width: 91.66666667%;
	}
	.col-md-10 {
	width: 83.33333333%;
	}
	.col-md-9 {
	width: 75%;
	}
	.col-md-8 {
	width: 66.66666667%;
	}
	.col-md-7 {
	width: 58.33333333%;
	}
	.col-md-6 {
	width: 50%;
	}
	.col-md-5 {
	width: 41.66666667%;
	}
	.col-md-4 {
	width: 33.33333333%;
	}
	.col-md-3 {
	width: 25%;
	}
	.col-md-2 {
	width: 16.66666667%;
	}
	.col-md-1 {
	width: 8.33333333%;
	}
	.col-md-pull-12 {
	right: 100%;
	}
	.col-md-pull-11 {
	right: 91.66666667%;
	}
	.col-md-pull-10 {
	right: 83.33333333%;
	}
	.col-md-pull-9 {
	right: 75%;
	}
	.col-md-pull-8 {
	right: 66.66666667%;
	}
	.col-md-pull-7 {
	right: 58.33333333%;
	}
	.col-md-pull-6 {
	right: 50%;
	}
	.col-md-pull-5 {
	right: 41.66666667%;
	}
	.col-md-pull-4 {
	right: 33.33333333%;
	}
	.col-md-pull-3 {
	right: 25%;
	}
	.col-md-pull-2 {
	right: 16.66666667%;
	}
	.col-md-pull-1 {
	right: 8.33333333%;
	}
	.col-md-pull-0 {
	right: auto;
	}
	.col-md-push-12 {
	left: 100%;
	}
	.col-md-push-11 {
	left: 91.66666667%;
	}
	.col-md-push-10 {
	left: 83.33333333%;
	}
	.col-md-push-9 {
	left: 75%;
	}
	.col-md-push-8 {
	left: 66.66666667%;
	}
	.col-md-push-7 {
	left: 58.33333333%;
	}
	.col-md-push-6 {
	left: 50%;
	}
	.col-md-push-5 {
	left: 41.66666667%;
	}
	.col-md-push-4 {
	left: 33.33333333%;
	}
	.col-md-push-3 {
	left: 25%;
	}
	.col-md-push-2 {
	left: 16.66666667%;
	}
	.col-md-push-1 {
	left: 8.33333333%;
	}
	.col-md-push-0 {
	left: auto;
	}
	.col-md-offset-12 {
	margin-left: 100%;
	}
	.col-md-offset-11 {
	margin-left: 91.66666667%;
	}
	.col-md-offset-10 {
	margin-left: 83.33333333%;
	}
	.col-md-offset-9 {
	margin-left: 75%;
	}
	.col-md-offset-8 {
	margin-left: 66.66666667%;
	}
	.col-md-offset-7 {
	margin-left: 58.33333333%;
	}
	.col-md-offset-6 {
	margin-left: 50%;
	}
	.col-md-offset-5 {
	margin-left: 41.66666667%;
	}
	.col-md-offset-4 {
	margin-left: 33.33333333%;
	}
	.col-md-offset-3 {
	margin-left: 25%;
	}
	.col-md-offset-2 {
	margin-left: 16.66666667%;
	}
	.col-md-offset-1 {
	margin-left: 8.33333333%;
	}
	.col-md-offset-0 {
	margin-left: 0%;
	}
	}
	@media (min-width: 1200px) {
	.col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
	float: left;
	}
	.col-lg-12 {
	width: 100%;
	}
	.col-lg-11 {
	width: 91.66666667%;
	}
	.col-lg-10 {
	width: 83.33333333%;
	}
	.col-lg-9 {
	width: 75%;
	}
	.col-lg-8 {
	width: 66.66666667%;
	}
	.col-lg-7 {
	width: 58.33333333%;
	}
	.col-lg-6 {
	width: 50%;
	}
	.col-lg-5 {
	width: 41.66666667%;
	}
	.col-lg-4 {
	width: 33.33333333%;
	}
	.col-lg-3 {
	width: 25%;
	}
	.col-lg-2 {
	width: 16.66666667%;
	}
	.col-lg-1 {
	width: 8.33333333%;
	}
	.col-lg-pull-12 {
	right: 100%;
	}
	.col-lg-pull-11 {
	right: 91.66666667%;
	}
	.col-lg-pull-10 {
	right: 83.33333333%;
	}
	.col-lg-pull-9 {
	right: 75%;
	}
	.col-lg-pull-8 {
	right: 66.66666667%;
	}
	.col-lg-pull-7 {
	right: 58.33333333%;
	}
	.col-lg-pull-6 {
	right: 50%;
	}
	.col-lg-pull-5 {
	right: 41.66666667%;
	}
	.col-lg-pull-4 {
	right: 33.33333333%;
	}
	.col-lg-pull-3 {
	right: 25%;
	}
	.col-lg-pull-2 {
	right: 16.66666667%;
	}
	.col-lg-pull-1 {
	right: 8.33333333%;
	}
	.col-lg-pull-0 {
	right: auto;
	}
	.col-lg-push-12 {
	left: 100%;
	}
	.col-lg-push-11 {
	left: 91.66666667%;
	}
	.col-lg-push-10 {
	left: 83.33333333%;
	}
	.col-lg-push-9 {
	left: 75%;
	}
	.col-lg-push-8 {
	left: 66.66666667%;
	}
	.col-lg-push-7 {
	left: 58.33333333%;
	}
	.col-lg-push-6 {
	left: 50%;
	}
	.col-lg-push-5 {
	left: 41.66666667%;
	}
	.col-lg-push-4 {
	left: 33.33333333%;
	}
	.col-lg-push-3 {
	left: 25%;
	}
	.col-lg-push-2 {
	left: 16.66666667%;
	}
	.col-lg-push-1 {
	left: 8.33333333%;
	}
	.col-lg-push-0 {
	left: auto;
	}
	.col-lg-offset-12 {
	margin-left: 100%;
	}
	.col-lg-offset-11 {
	margin-left: 91.66666667%;
	}
	.col-lg-offset-10 {
	margin-left: 83.33333333%;
	}
	.col-lg-offset-9 {
	margin-left: 75%;
	}
	.col-lg-offset-8 {
	margin-left: 66.66666667%;
	}
	.col-lg-offset-7 {
	margin-left: 58.33333333%;
	}
	.col-lg-offset-6 {
	margin-left: 50%;
	}
	.col-lg-offset-5 {
	margin-left: 41.66666667%;
	}
	.col-lg-offset-4 {
	margin-left: 33.33333333%;
	}
	.col-lg-offset-3 {
	margin-left: 25%;
	}
	.col-lg-offset-2 {
	margin-left: 16.66666667%;
	}
	.col-lg-offset-1 {
	margin-left: 8.33333333%;
	}
	.col-lg-offset-0 {
	margin-left: 0%;
	}
	}
	table {
	background-color: transparent;
	}
	caption {
	padding-top: 8px;
	padding-bottom: 8px;
	color: #777777;
	text-align: left;
	}
	th {
	text-align: left;
	}
	.table {
	width: 100%;
	max-width: 100%;
	margin-bottom: 18px;
	}
	.table > thead > tr > th,
	.table > tbody > tr > th,
	.table > tfoot > tr > th,
	.table > thead > tr > td,
	.table > tbody > tr > td,
	.table > tfoot > tr > td {
	padding: 8px;
	line-height: 1.42857143;
	vertical-align: top;
	border-top: 1px solid #ddd;
	}
	.table > thead > tr > th {
	vertical-align: bottom;
	border-bottom: 2px solid #ddd;
	}
	.table > caption + thead > tr:first-child > th,
	.table > colgroup + thead > tr:first-child > th,
	.table > thead:first-child > tr:first-child > th,
	.table > caption + thead > tr:first-child > td,
	.table > colgroup + thead > tr:first-child > td,
	.table > thead:first-child > tr:first-child > td {
	border-top: 0;
	}
	.table > tbody + tbody {
	border-top: 2px solid #ddd;
	}
	.table .table {
	background-color: #fff;
	}
	.table-condensed > thead > tr > th,
	.table-condensed > tbody > tr > th,
	.table-condensed > tfoot > tr > th,
	.table-condensed > thead > tr > td,
	.table-condensed > tbody > tr > td,
	.table-condensed > tfoot > tr > td {
	padding: 5px;
	}
	.table-bordered {
	border: 1px solid #ddd;
	}
	.table-bordered > thead > tr > th,
	.table-bordered > tbody > tr > th,
	.table-bordered > tfoot > tr > th,
	.table-bordered > thead > tr > td,
	.table-bordered > tbody > tr > td,
	.table-bordered > tfoot > tr > td {
	border: 1px solid #ddd;
	}
	.table-bordered > thead > tr > th,
	.table-bordered > thead > tr > td {
	border-bottom-width: 2px;
	}
	.table-striped > tbody > tr:nth-of-type(odd) {
	background-color: #f9f9f9;
	}
	.table-hover > tbody > tr:hover {
	background-color: #f5f5f5;
	}
	table col[class*="col-"] {
	position: static;
	float: none;
	display: table-column;
	}
	table td[class*="col-"],
	table th[class*="col-"] {
	position: static;
	float: none;
	display: table-cell;
	}
	.table > thead > tr > td.active,
	.table > tbody > tr > td.active,
	.table > tfoot > tr > td.active,
	.table > thead > tr > th.active,
	.table > tbody > tr > th.active,
	.table > tfoot > tr > th.active,
	.table > thead > tr.active > td,
	.table > tbody > tr.active > td,
	.table > tfoot > tr.active > td,
	.table > thead > tr.active > th,
	.table > tbody > tr.active > th,
	.table > tfoot > tr.active > th {
	background-color: #f5f5f5;
	}
	.table-hover > tbody > tr > td.active:hover,
	.table-hover > tbody > tr > th.active:hover,
	.table-hover > tbody > tr.active:hover > td,
	.table-hover > tbody > tr:hover > .active,
	.table-hover > tbody > tr.active:hover > th {
	background-color: #e8e8e8;
	}
	.table > thead > tr > td.success,
	.table > tbody > tr > td.success,
	.table > tfoot > tr > td.success,
	.table > thead > tr > th.success,
	.table > tbody > tr > th.success,
	.table > tfoot > tr > th.success,
	.table > thead > tr.success > td,
	.table > tbody > tr.success > td,
	.table > tfoot > tr.success > td,
	.table > thead > tr.success > th,
	.table > tbody > tr.success > th,
	.table > tfoot > tr.success > th {
	background-color: #dff0d8;
	}
	.table-hover > tbody > tr > td.success:hover,
	.table-hover > tbody > tr > th.success:hover,
	.table-hover > tbody > tr.success:hover > td,
	.table-hover > tbody > tr:hover > .success,
	.table-hover > tbody > tr.success:hover > th {
	background-color: #d0e9c6;
	}
	.table > thead > tr > td.info,
	.table > tbody > tr > td.info,
	.table > tfoot > tr > td.info,
	.table > thead > tr > th.info,
	.table > tbody > tr > th.info,
	.table > tfoot > tr > th.info,
	.table > thead > tr.info > td,
	.table > tbody > tr.info > td,
	.table > tfoot > tr.info > td,
	.table > thead > tr.info > th,
	.table > tbody > tr.info > th,
	.table > tfoot > tr.info > th {
	background-color: #d9edf7;
	}
	.table-hover > tbody > tr > td.info:hover,
	.table-hover > tbody > tr > th.info:hover,
	.table-hover > tbody > tr.info:hover > td,
	.table-hover > tbody > tr:hover > .info,
	.table-hover > tbody > tr.info:hover > th {
	background-color: #c4e3f3;
	}
	.table > thead > tr > td.warning,
	.table > tbody > tr > td.warning,
	.table > tfoot > tr > td.warning,
	.table > thead > tr > th.warning,
	.table > tbody > tr > th.warning,
	.table > tfoot > tr > th.warning,
	.table > thead > tr.warning > td,
	.table > tbody > tr.warning > td,
	.table > tfoot > tr.warning > td,
	.table > thead > tr.warning > th,
	.table > tbody > tr.warning > th,
	.table > tfoot > tr.warning > th {
	background-color: #fcf8e3;
	}
	.table-hover > tbody > tr > td.warning:hover,
	.table-hover > tbody > tr > th.warning:hover,
	.table-hover > tbody > tr.warning:hover > td,
	.table-hover > tbody > tr:hover > .warning,
	.table-hover > tbody > tr.warning:hover > th {
	background-color: #faf2cc;
	}
	.table > thead > tr > td.danger,
	.table > tbody > tr > td.danger,
	.table > tfoot > tr > td.danger,
	.table > thead > tr > th.danger,
	.table > tbody > tr > th.danger,
	.table > tfoot > tr > th.danger,
	.table > thead > tr.danger > td,
	.table > tbody > tr.danger > td,
	.table > tfoot > tr.danger > td,
	.table > thead > tr.danger > th,
	.table > tbody > tr.danger > th,
	.table > tfoot > tr.danger > th {
	background-color: #f2dede;
	}
	.table-hover > tbody > tr > td.danger:hover,
	.table-hover > tbody > tr > th.danger:hover,
	.table-hover > tbody > tr.danger:hover > td,
	.table-hover > tbody > tr:hover > .danger,
	.table-hover > tbody > tr.danger:hover > th {
	background-color: #ebcccc;
	}
	.table-responsive {
	overflow-x: auto;
	min-height: 0.01%;
	}
	@media screen and (max-width: 767px) {
	.table-responsive {
	width: 100%;
	margin-bottom: 13.5px;
	overflow-y: hidden;
	-ms-overflow-style: -ms-autohiding-scrollbar;
	border: 1px solid #ddd;
	}
	.table-responsive > .table {
	margin-bottom: 0;
	}
	.table-responsive > .table > thead > tr > th,
	.table-responsive > .table > tbody > tr > th,
	.table-responsive > .table > tfoot > tr > th,
	.table-responsive > .table > thead > tr > td,
	.table-responsive > .table > tbody > tr > td,
	.table-responsive > .table > tfoot > tr > td {
	white-space: nowrap;
	}
	.table-responsive > .table-bordered {
	border: 0;
	}
	.table-responsive > .table-bordered > thead > tr > th:first-child,
	.table-responsive > .table-bordered > tbody > tr > th:first-child,
	.table-responsive > .table-bordered > tfoot > tr > th:first-child,
	.table-responsive > .table-bordered > thead > tr > td:first-child,
	.table-responsive > .table-bordered > tbody > tr > td:first-child,
	.table-responsive > .table-bordered > tfoot > tr > td:first-child {
	border-left: 0;
	}
	.table-responsive > .table-bordered > thead > tr > th:last-child,
	.table-responsive > .table-bordered > tbody > tr > th:last-child,
	.table-responsive > .table-bordered > tfoot > tr > th:last-child,
	.table-responsive > .table-bordered > thead > tr > td:last-child,
	.table-responsive > .table-bordered > tbody > tr > td:last-child,
	.table-responsive > .table-bordered > tfoot > tr > td:last-child {
	border-right: 0;
	}
	.table-responsive > .table-bordered > tbody > tr:last-child > th,
	.table-responsive > .table-bordered > tfoot > tr:last-child > th,
	.table-responsive > .table-bordered > tbody > tr:last-child > td,
	.table-responsive > .table-bordered > tfoot > tr:last-child > td {
	border-bottom: 0;
	}
	}
	fieldset {
	padding: 0;
	margin: 0;
	border: 0;
	min-width: 0;
	}
	legend {
	display: block;
	width: 100%;
	padding: 0;
	margin-bottom: 18px;
	font-size: 19.5px;
	line-height: inherit;
	color: #333333;
	border: 0;
	border-bottom: 1px solid #e5e5e5;
	}
	label {
	display: inline-block;
	max-width: 100%;
	margin-bottom: 5px;
	font-weight: bold;
	}
	input[type="search"] {
	-webkit-box-sizing: border-box;
	-moz-box-sizing: border-box;
	box-sizing: border-box;
	}
	input[type="radio"],
	input[type="checkbox"] {
	margin: 4px 0 0;
	margin-top: 1px \9;
	line-height: normal;
	}
	input[type="file"] {
	display: block;
	}
	input[type="range"] {
	display: block;
	width: 100%;
	}
	select[multiple],
	select[size] {
	height: auto;
	}
	input[type="file"]:focus,
	input[type="radio"]:focus,
	input[type="checkbox"]:focus {
	outline: 5px auto -webkit-focus-ring-color;
	outline-offset: -2px;
	}
	output {
	display: block;
	padding-top: 7px;
	font-size: 13px;
	line-height: 1.42857143;
	color: #555555;
	}
	.form-control {
	display: block;
	width: 100%;
	height: 32px;
	padding: 6px 12px;
	font-size: 13px;
	line-height: 1.42857143;
	color: #555555;
	background-color: #fff;
	background-image: none;
	border: 1px solid #ccc;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	-webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	-o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	}
	.form-control:focus {
	border-color: #66afe9;
	outline: 0;
	-webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	}
	.form-control::-moz-placeholder {
	color: #999;
	opacity: 1;
	}
	.form-control:-ms-input-placeholder {
	color: #999;
	}
	.form-control::-webkit-input-placeholder {
	color: #999;
	}
	.form-control::-ms-expand {
	border: 0;
	background-color: transparent;
	}
	.form-control[disabled],
	.form-control[readonly],
	fieldset[disabled] .form-control {
	background-color: #eeeeee;
	opacity: 1;
	}
	.form-control[disabled],
	fieldset[disabled] .form-control {
	cursor: not-allowed;
	}
	textarea.form-control {
	height: auto;
	}
	input[type="search"] {
	-webkit-appearance: none;
	}
	@media screen and (-webkit-min-device-pixel-ratio: 0) {
	input[type="date"].form-control,
	input[type="time"].form-control,
	input[type="datetime-local"].form-control,
	input[type="month"].form-control {
	line-height: 32px;
	}
	input[type="date"].input-sm,
	input[type="time"].input-sm,
	input[type="datetime-local"].input-sm,
	input[type="month"].input-sm,
	.input-group-sm input[type="date"],
	.input-group-sm input[type="time"],
	.input-group-sm input[type="datetime-local"],
	.input-group-sm input[type="month"] {
	line-height: 30px;
	}
	input[type="date"].input-lg,
	input[type="time"].input-lg,
	input[type="datetime-local"].input-lg,
	input[type="month"].input-lg,
	.input-group-lg input[type="date"],
	.input-group-lg input[type="time"],
	.input-group-lg input[type="datetime-local"],
	.input-group-lg input[type="month"] {
	line-height: 45px;
	}
	}
	.form-group {
	margin-bottom: 15px;
	}
	.radio,
	.checkbox {
	position: relative;
	display: block;
	margin-top: 10px;
	margin-bottom: 10px;
	}
	.radio label,
	.checkbox label {
	min-height: 18px;
	padding-left: 20px;
	margin-bottom: 0;
	font-weight: normal;
	cursor: pointer;
	}
	.radio input[type="radio"],
	.radio-inline input[type="radio"],
	.checkbox input[type="checkbox"],
	.checkbox-inline input[type="checkbox"] {
	position: absolute;
	margin-left: -20px;
	margin-top: 4px \9;
	}
	.radio + .radio,
	.checkbox + .checkbox {
	margin-top: -5px;
	}
	.radio-inline,
	.checkbox-inline {
	position: relative;
	display: inline-block;
	padding-left: 20px;
	margin-bottom: 0;
	vertical-align: middle;
	font-weight: normal;
	cursor: pointer;
	}
	.radio-inline + .radio-inline,
	.checkbox-inline + .checkbox-inline {
	margin-top: 0;
	margin-left: 10px;
	}
	input[type="radio"][disabled],
	input[type="checkbox"][disabled],
	input[type="radio"].disabled,
	input[type="checkbox"].disabled,
	fieldset[disabled] input[type="radio"],
	fieldset[disabled] input[type="checkbox"] {
	cursor: not-allowed;
	}
	.radio-inline.disabled,
	.checkbox-inline.disabled,
	fieldset[disabled] .radio-inline,
	fieldset[disabled] .checkbox-inline {
	cursor: not-allowed;
	}
	.radio.disabled label,
	.checkbox.disabled label,
	fieldset[disabled] .radio label,
	fieldset[disabled] .checkbox label {
	cursor: not-allowed;
	}
	.form-control-static {
	padding-top: 7px;
	padding-bottom: 7px;
	margin-bottom: 0;
	min-height: 31px;
	}
	.form-control-static.input-lg,
	.form-control-static.input-sm {
	padding-left: 0;
	padding-right: 0;
	}
	.input-sm {
	height: 30px;
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	}
	select.input-sm {
	height: 30px;
	line-height: 30px;
	}
	textarea.input-sm,
	select[multiple].input-sm {
	height: auto;
	}
	.form-group-sm .form-control {
	height: 30px;
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	}
	.form-group-sm select.form-control {
	height: 30px;
	line-height: 30px;
	}
	.form-group-sm textarea.form-control,
	.form-group-sm select[multiple].form-control {
	height: auto;
	}
	.form-group-sm .form-control-static {
	height: 30px;
	min-height: 30px;
	padding: 6px 10px;
	font-size: 12px;
	line-height: 1.5;
	}
	.input-lg {
	height: 45px;
	padding: 10px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	border-radius: 3px;
	}
	select.input-lg {
	height: 45px;
	line-height: 45px;
	}
	textarea.input-lg,
	select[multiple].input-lg {
	height: auto;
	}
	.form-group-lg .form-control {
	height: 45px;
	padding: 10px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	border-radius: 3px;
	}
	.form-group-lg select.form-control {
	height: 45px;
	line-height: 45px;
	}
	.form-group-lg textarea.form-control,
	.form-group-lg select[multiple].form-control {
	height: auto;
	}
	.form-group-lg .form-control-static {
	height: 45px;
	min-height: 35px;
	padding: 11px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	}
	.has-feedback {
	position: relative;
	}
	.has-feedback .form-control {
	padding-right: 40px;
	}
	.form-control-feedback {
	position: absolute;
	top: 0;
	right: 0;
	z-index: 2;
	display: block;
	width: 32px;
	height: 32px;
	line-height: 32px;
	text-align: center;
	pointer-events: none;
	}
	.input-lg + .form-control-feedback,
	.input-group-lg + .form-control-feedback,
	.form-group-lg .form-control + .form-control-feedback {
	width: 45px;
	height: 45px;
	line-height: 45px;
	}
	.input-sm + .form-control-feedback,
	.input-group-sm + .form-control-feedback,
	.form-group-sm .form-control + .form-control-feedback {
	width: 30px;
	height: 30px;
	line-height: 30px;
	}
	.has-success .help-block,
	.has-success .control-label,
	.has-success .radio,
	.has-success .checkbox,
	.has-success .radio-inline,
	.has-success .checkbox-inline,
	.has-success.radio label,
	.has-success.checkbox label,
	.has-success.radio-inline label,
	.has-success.checkbox-inline label {
	color: #3c763d;
	}
	.has-success .form-control {
	border-color: #3c763d;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	}
	.has-success .form-control:focus {
	border-color: #2b542c;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
	}
	.has-success .input-group-addon {
	color: #3c763d;
	border-color: #3c763d;
	background-color: #dff0d8;
	}
	.has-success .form-control-feedback {
	color: #3c763d;
	}
	.has-warning .help-block,
	.has-warning .control-label,
	.has-warning .radio,
	.has-warning .checkbox,
	.has-warning .radio-inline,
	.has-warning .checkbox-inline,
	.has-warning.radio label,
	.has-warning.checkbox label,
	.has-warning.radio-inline label,
	.has-warning.checkbox-inline label {
	color: #8a6d3b;
	}
	.has-warning .form-control {
	border-color: #8a6d3b;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	}
	.has-warning .form-control:focus {
	border-color: #66512c;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
	}
	.has-warning .input-group-addon {
	color: #8a6d3b;
	border-color: #8a6d3b;
	background-color: #fcf8e3;
	}
	.has-warning .form-control-feedback {
	color: #8a6d3b;
	}
	.has-error .help-block,
	.has-error .control-label,
	.has-error .radio,
	.has-error .checkbox,
	.has-error .radio-inline,
	.has-error .checkbox-inline,
	.has-error.radio label,
	.has-error.checkbox label,
	.has-error.radio-inline label,
	.has-error.checkbox-inline label {
	color: #a94442;
	}
	.has-error .form-control {
	border-color: #a94442;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	}
	.has-error .form-control:focus {
	border-color: #843534;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
	}
	.has-error .input-group-addon {
	color: #a94442;
	border-color: #a94442;
	background-color: #f2dede;
	}
	.has-error .form-control-feedback {
	color: #a94442;
	}
	.has-feedback label ~ .form-control-feedback {
	top: 23px;
	}
	.has-feedback label.sr-only ~ .form-control-feedback {
	top: 0;
	}
	.help-block {
	display: block;
	margin-top: 5px;
	margin-bottom: 10px;
	color: #404040;
	}
	@media (min-width: 768px) {
	.form-inline .form-group {
	display: inline-block;
	margin-bottom: 0;
	vertical-align: middle;
	}
	.form-inline .form-control {
	display: inline-block;
	width: auto;
	vertical-align: middle;
	}
	.form-inline .form-control-static {
	display: inline-block;
	}
	.form-inline .input-group {
	display: inline-table;
	vertical-align: middle;
	}
	.form-inline .input-group .input-group-addon,
	.form-inline .input-group .input-group-btn,
	.form-inline .input-group .form-control {
	width: auto;
	}
	.form-inline .input-group > .form-control {
	width: 100%;
	}
	.form-inline .control-label {
	margin-bottom: 0;
	vertical-align: middle;
	}
	.form-inline .radio,
	.form-inline .checkbox {
	display: inline-block;
	margin-top: 0;
	margin-bottom: 0;
	vertical-align: middle;
	}
	.form-inline .radio label,
	.form-inline .checkbox label {
	padding-left: 0;
	}
	.form-inline .radio input[type="radio"],
	.form-inline .checkbox input[type="checkbox"] {
	position: relative;
	margin-left: 0;
	}
	.form-inline .has-feedback .form-control-feedback {
	top: 0;
	}
	}
	.form-horizontal .radio,
	.form-horizontal .checkbox,
	.form-horizontal .radio-inline,
	.form-horizontal .checkbox-inline {
	margin-top: 0;
	margin-bottom: 0;
	padding-top: 7px;
	}
	.form-horizontal .radio,
	.form-horizontal .checkbox {
	min-height: 25px;
	}
	.form-horizontal .form-group {
	margin-left: 0px;
	margin-right: 0px;
	}
	@media (min-width: 768px) {
	.form-horizontal .control-label {
	text-align: right;
	margin-bottom: 0;
	padding-top: 7px;
	}
	}
	.form-horizontal .has-feedback .form-control-feedback {
	right: 0px;
	}
	@media (min-width: 768px) {
	.form-horizontal .form-group-lg .control-label {
	padding-top: 11px;
	font-size: 17px;
	}
	}
	@media (min-width: 768px) {
	.form-horizontal .form-group-sm .control-label {
	padding-top: 6px;
	font-size: 12px;
	}
	}
	.btn {
	display: inline-block;
	margin-bottom: 0;
	font-weight: normal;
	text-align: center;
	vertical-align: middle;
	touch-action: manipulation;
	cursor: pointer;
	background-image: none;
	border: 1px solid transparent;
	white-space: nowrap;
	padding: 6px 12px;
	font-size: 13px;
	line-height: 1.42857143;
	border-radius: 2px;
	-webkit-user-select: none;
	-moz-user-select: none;
	-ms-user-select: none;
	user-select: none;
	}
	.btn:focus,
	.btn:active:focus,
	.btn.active:focus,
	.btn.focus,
	.btn:active.focus,
	.btn.active.focus {
	outline: 5px auto -webkit-focus-ring-color;
	outline-offset: -2px;
	}
	.btn:hover,
	.btn:focus,
	.btn.focus {
	color: #333;
	text-decoration: none;
	}
	.btn:active,
	.btn.active {
	outline: 0;
	background-image: none;
	-webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
	box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
	}
	.btn.disabled,
	.btn[disabled],
	fieldset[disabled] .btn {
	cursor: not-allowed;
	opacity: 0.65;
	filter: alpha(opacity=65);
	-webkit-box-shadow: none;
	box-shadow: none;
	}
	a.btn.disabled,
	fieldset[disabled] a.btn {
	pointer-events: none;
	}
	.btn-default {
	color: #333;
	background-color: #fff;
	border-color: #ccc;
	}
	.btn-default:focus,
	.btn-default.focus {
	color: #333;
	background-color: #e6e6e6;
	border-color: #8c8c8c;
	}
	.btn-default:hover {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	.btn-default:active,
	.btn-default.active,
	.open > .dropdown-toggle.btn-default {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	.btn-default:active:hover,
	.btn-default.active:hover,
	.open > .dropdown-toggle.btn-default:hover,
	.btn-default:active:focus,
	.btn-default.active:focus,
	.open > .dropdown-toggle.btn-default:focus,
	.btn-default:active.focus,
	.btn-default.active.focus,
	.open > .dropdown-toggle.btn-default.focus {
	color: #333;
	background-color: #d4d4d4;
	border-color: #8c8c8c;
	}
	.btn-default:active,
	.btn-default.active,
	.open > .dropdown-toggle.btn-default {
	background-image: none;
	}
	.btn-default.disabled:hover,
	.btn-default[disabled]:hover,
	fieldset[disabled] .btn-default:hover,
	.btn-default.disabled:focus,
	.btn-default[disabled]:focus,
	fieldset[disabled] .btn-default:focus,
	.btn-default.disabled.focus,
	.btn-default[disabled].focus,
	fieldset[disabled] .btn-default.focus {
	background-color: #fff;
	border-color: #ccc;
	}
	.btn-default .badge {
	color: #fff;
	background-color: #333;
	}
	.btn-primary {
	color: #fff;
	background-color: #337ab7;
	border-color: #2e6da4;
	}
	.btn-primary:focus,
	.btn-primary.focus {
	color: #fff;
	background-color: #286090;
	border-color: #122b40;
	}
	.btn-primary:hover {
	color: #fff;
	background-color: #286090;
	border-color: #204d74;
	}
	.btn-primary:active,
	.btn-primary.active,
	.open > .dropdown-toggle.btn-primary {
	color: #fff;
	background-color: #286090;
	border-color: #204d74;
	}
	.btn-primary:active:hover,
	.btn-primary.active:hover,
	.open > .dropdown-toggle.btn-primary:hover,
	.btn-primary:active:focus,
	.btn-primary.active:focus,
	.open > .dropdown-toggle.btn-primary:focus,
	.btn-primary:active.focus,
	.btn-primary.active.focus,
	.open > .dropdown-toggle.btn-primary.focus {
	color: #fff;
	background-color: #204d74;
	border-color: #122b40;
	}
	.btn-primary:active,
	.btn-primary.active,
	.open > .dropdown-toggle.btn-primary {
	background-image: none;
	}
	.btn-primary.disabled:hover,
	.btn-primary[disabled]:hover,
	fieldset[disabled] .btn-primary:hover,
	.btn-primary.disabled:focus,
	.btn-primary[disabled]:focus,
	fieldset[disabled] .btn-primary:focus,
	.btn-primary.disabled.focus,
	.btn-primary[disabled].focus,
	fieldset[disabled] .btn-primary.focus {
	background-color: #337ab7;
	border-color: #2e6da4;
	}
	.btn-primary .badge {
	color: #337ab7;
	background-color: #fff;
	}
	.btn-success {
	color: #fff;
	background-color: #5cb85c;
	border-color: #4cae4c;
	}
	.btn-success:focus,
	.btn-success.focus {
	color: #fff;
	background-color: #449d44;
	border-color: #255625;
	}
	.btn-success:hover {
	color: #fff;
	background-color: #449d44;
	border-color: #398439;
	}
	.btn-success:active,
	.btn-success.active,
	.open > .dropdown-toggle.btn-success {
	color: #fff;
	background-color: #449d44;
	border-color: #398439;
	}
	.btn-success:active:hover,
	.btn-success.active:hover,
	.open > .dropdown-toggle.btn-success:hover,
	.btn-success:active:focus,
	.btn-success.active:focus,
	.open > .dropdown-toggle.btn-success:focus,
	.btn-success:active.focus,
	.btn-success.active.focus,
	.open > .dropdown-toggle.btn-success.focus {
	color: #fff;
	background-color: #398439;
	border-color: #255625;
	}
	.btn-success:active,
	.btn-success.active,
	.open > .dropdown-toggle.btn-success {
	background-image: none;
	}
	.btn-success.disabled:hover,
	.btn-success[disabled]:hover,
	fieldset[disabled] .btn-success:hover,
	.btn-success.disabled:focus,
	.btn-success[disabled]:focus,
	fieldset[disabled] .btn-success:focus,
	.btn-success.disabled.focus,
	.btn-success[disabled].focus,
	fieldset[disabled] .btn-success.focus {
	background-color: #5cb85c;
	border-color: #4cae4c;
	}
	.btn-success .badge {
	color: #5cb85c;
	background-color: #fff;
	}
	.btn-info {
	color: #fff;
	background-color: #5bc0de;
	border-color: #46b8da;
	}
	.btn-info:focus,
	.btn-info.focus {
	color: #fff;
	background-color: #31b0d5;
	border-color: #1b6d85;
	}
	.btn-info:hover {
	color: #fff;
	background-color: #31b0d5;
	border-color: #269abc;
	}
	.btn-info:active,
	.btn-info.active,
	.open > .dropdown-toggle.btn-info {
	color: #fff;
	background-color: #31b0d5;
	border-color: #269abc;
	}
	.btn-info:active:hover,
	.btn-info.active:hover,
	.open > .dropdown-toggle.btn-info:hover,
	.btn-info:active:focus,
	.btn-info.active:focus,
	.open > .dropdown-toggle.btn-info:focus,
	.btn-info:active.focus,
	.btn-info.active.focus,
	.open > .dropdown-toggle.btn-info.focus {
	color: #fff;
	background-color: #269abc;
	border-color: #1b6d85;
	}
	.btn-info:active,
	.btn-info.active,
	.open > .dropdown-toggle.btn-info {
	background-image: none;
	}
	.btn-info.disabled:hover,
	.btn-info[disabled]:hover,
	fieldset[disabled] .btn-info:hover,
	.btn-info.disabled:focus,
	.btn-info[disabled]:focus,
	fieldset[disabled] .btn-info:focus,
	.btn-info.disabled.focus,
	.btn-info[disabled].focus,
	fieldset[disabled] .btn-info.focus {
	background-color: #5bc0de;
	border-color: #46b8da;
	}
	.btn-info .badge {
	color: #5bc0de;
	background-color: #fff;
	}
	.btn-warning {
	color: #fff;
	background-color: #f0ad4e;
	border-color: #eea236;
	}
	.btn-warning:focus,
	.btn-warning.focus {
	color: #fff;
	background-color: #ec971f;
	border-color: #985f0d;
	}
	.btn-warning:hover {
	color: #fff;
	background-color: #ec971f;
	border-color: #d58512;
	}
	.btn-warning:active,
	.btn-warning.active,
	.open > .dropdown-toggle.btn-warning {
	color: #fff;
	background-color: #ec971f;
	border-color: #d58512;
	}
	.btn-warning:active:hover,
	.btn-warning.active:hover,
	.open > .dropdown-toggle.btn-warning:hover,
	.btn-warning:active:focus,
	.btn-warning.active:focus,
	.open > .dropdown-toggle.btn-warning:focus,
	.btn-warning:active.focus,
	.btn-warning.active.focus,
	.open > .dropdown-toggle.btn-warning.focus {
	color: #fff;
	background-color: #d58512;
	border-color: #985f0d;
	}
	.btn-warning:active,
	.btn-warning.active,
	.open > .dropdown-toggle.btn-warning {
	background-image: none;
	}
	.btn-warning.disabled:hover,
	.btn-warning[disabled]:hover,
	fieldset[disabled] .btn-warning:hover,
	.btn-warning.disabled:focus,
	.btn-warning[disabled]:focus,
	fieldset[disabled] .btn-warning:focus,
	.btn-warning.disabled.focus,
	.btn-warning[disabled].focus,
	fieldset[disabled] .btn-warning.focus {
	background-color: #f0ad4e;
	border-color: #eea236;
	}
	.btn-warning .badge {
	color: #f0ad4e;
	background-color: #fff;
	}
	.btn-danger {
	color: #fff;
	background-color: #d9534f;
	border-color: #d43f3a;
	}
	.btn-danger:focus,
	.btn-danger.focus {
	color: #fff;
	background-color: #c9302c;
	border-color: #761c19;
	}
	.btn-danger:hover {
	color: #fff;
	background-color: #c9302c;
	border-color: #ac2925;
	}
	.btn-danger:active,
	.btn-danger.active,
	.open > .dropdown-toggle.btn-danger {
	color: #fff;
	background-color: #c9302c;
	border-color: #ac2925;
	}
	.btn-danger:active:hover,
	.btn-danger.active:hover,
	.open > .dropdown-toggle.btn-danger:hover,
	.btn-danger:active:focus,
	.btn-danger.active:focus,
	.open > .dropdown-toggle.btn-danger:focus,
	.btn-danger:active.focus,
	.btn-danger.active.focus,
	.open > .dropdown-toggle.btn-danger.focus {
	color: #fff;
	background-color: #ac2925;
	border-color: #761c19;
	}
	.btn-danger:active,
	.btn-danger.active,
	.open > .dropdown-toggle.btn-danger {
	background-image: none;
	}
	.btn-danger.disabled:hover,
	.btn-danger[disabled]:hover,
	fieldset[disabled] .btn-danger:hover,
	.btn-danger.disabled:focus,
	.btn-danger[disabled]:focus,
	fieldset[disabled] .btn-danger:focus,
	.btn-danger.disabled.focus,
	.btn-danger[disabled].focus,
	fieldset[disabled] .btn-danger.focus {
	background-color: #d9534f;
	border-color: #d43f3a;
	}
	.btn-danger .badge {
	color: #d9534f;
	background-color: #fff;
	}
	.btn-link {
	color: #337ab7;
	font-weight: normal;
	border-radius: 0;
	}
	.btn-link,
	.btn-link:active,
	.btn-link.active,
	.btn-link[disabled],
	fieldset[disabled] .btn-link {
	background-color: transparent;
	-webkit-box-shadow: none;
	box-shadow: none;
	}
	.btn-link,
	.btn-link:hover,
	.btn-link:focus,
	.btn-link:active {
	border-color: transparent;
	}
	.btn-link:hover,
	.btn-link:focus {
	color: #23527c;
	text-decoration: underline;
	background-color: transparent;
	}
	.btn-link[disabled]:hover,
	fieldset[disabled] .btn-link:hover,
	.btn-link[disabled]:focus,
	fieldset[disabled] .btn-link:focus {
	color: #777777;
	text-decoration: none;
	}
	.btn-lg,
	.btn-group-lg > .btn {
	padding: 10px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	border-radius: 3px;
	}
	.btn-sm,
	.btn-group-sm > .btn {
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	}
	.btn-xs,
	.btn-group-xs > .btn {
	padding: 1px 5px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	}
	.btn-block {
	display: block;
	width: 100%;
	}
	.btn-block + .btn-block {
	margin-top: 5px;
	}
	input[type="submit"].btn-block,
	input[type="reset"].btn-block,
	input[type="button"].btn-block {
	width: 100%;
	}
	.fade {
	opacity: 0;
	-webkit-transition: opacity 0.15s linear;
	-o-transition: opacity 0.15s linear;
	transition: opacity 0.15s linear;
	}
	.fade.in {
	opacity: 1;
	}
	.collapse {
	display: none;
	}
	.collapse.in {
	display: block;
	}
	tr.collapse.in {
	display: table-row;
	}
	tbody.collapse.in {
	display: table-row-group;
	}
	.collapsing {
	position: relative;
	height: 0;
	overflow: hidden;
	-webkit-transition-property: height, visibility;
	transition-property: height, visibility;
	-webkit-transition-duration: 0.35s;
	transition-duration: 0.35s;
	-webkit-transition-timing-function: ease;
	transition-timing-function: ease;
	}
	.caret {
	display: inline-block;
	width: 0;
	height: 0;
	margin-left: 2px;
	vertical-align: middle;
	border-top: 4px dashed;
	border-top: 4px solid \9;
	border-right: 4px solid transparent;
	border-left: 4px solid transparent;
	}
	.dropup,
	.dropdown {
	position: relative;
	}
	.dropdown-toggle:focus {
	outline: 0;
	}
	.dropdown-menu {
	position: absolute;
	top: 100%;
	left: 0;
	z-index: 1000;
	display: none;
	float: left;
	min-width: 160px;
	padding: 5px 0;
	margin: 2px 0 0;
	list-style: none;
	font-size: 13px;
	text-align: left;
	background-color: #fff;
	border: 1px solid #ccc;
	border: 1px solid rgba(0, 0, 0, 0.15);
	border-radius: 2px;
	-webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
	box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
	background-clip: padding-box;
	}
	.dropdown-menu.pull-right {
	right: 0;
	left: auto;
	}
	.dropdown-menu .divider {
	height: 1px;
	margin: 8px 0;
	overflow: hidden;
	background-color: #e5e5e5;
	}
	.dropdown-menu > li > a {
	display: block;
	padding: 3px 20px;
	clear: both;
	font-weight: normal;
	line-height: 1.42857143;
	color: #333333;
	white-space: nowrap;
	}
	.dropdown-menu > li > a:hover,
	.dropdown-menu > li > a:focus {
	text-decoration: none;
	color: #262626;
	background-color: #f5f5f5;
	}
	.dropdown-menu > .active > a,
	.dropdown-menu > .active > a:hover,
	.dropdown-menu > .active > a:focus {
	color: #fff;
	text-decoration: none;
	outline: 0;
	background-color: #337ab7;
	}
	.dropdown-menu > .disabled > a,
	.dropdown-menu > .disabled > a:hover,
	.dropdown-menu > .disabled > a:focus {
	color: #777777;
	}
	.dropdown-menu > .disabled > a:hover,
	.dropdown-menu > .disabled > a:focus {
	text-decoration: none;
	background-color: transparent;
	background-image: none;
	filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
	cursor: not-allowed;
	}
	.open > .dropdown-menu {
	display: block;
	}
	.open > a {
	outline: 0;
	}
	.dropdown-menu-right {
	left: auto;
	right: 0;
	}
	.dropdown-menu-left {
	left: 0;
	right: auto;
	}
	.dropdown-header {
	display: block;
	padding: 3px 20px;
	font-size: 12px;
	line-height: 1.42857143;
	color: #777777;
	white-space: nowrap;
	}
	.dropdown-backdrop {
	position: fixed;
	left: 0;
	right: 0;
	bottom: 0;
	top: 0;
	z-index: 990;
	}
	.pull-right > .dropdown-menu {
	right: 0;
	left: auto;
	}
	.dropup .caret,
	.navbar-fixed-bottom .dropdown .caret {
	border-top: 0;
	border-bottom: 4px dashed;
	border-bottom: 4px solid \9;
	content: "";
	}
	.dropup .dropdown-menu,
	.navbar-fixed-bottom .dropdown .dropdown-menu {
	top: auto;
	bottom: 100%;
	margin-bottom: 2px;
	}
	@media (min-width: 541px) {
	.navbar-right .dropdown-menu {
	left: auto;
	right: 0;
	}
	.navbar-right .dropdown-menu-left {
	left: 0;
	right: auto;
	}
	}
	.btn-group,
	.btn-group-vertical {
	position: relative;
	display: inline-block;
	vertical-align: middle;
	}
	.btn-group > .btn,
	.btn-group-vertical > .btn {
	position: relative;
	float: left;
	}
	.btn-group > .btn:hover,
	.btn-group-vertical > .btn:hover,
	.btn-group > .btn:focus,
	.btn-group-vertical > .btn:focus,
	.btn-group > .btn:active,
	.btn-group-vertical > .btn:active,
	.btn-group > .btn.active,
	.btn-group-vertical > .btn.active {
	z-index: 2;
	}
	.btn-group .btn + .btn,
	.btn-group .btn + .btn-group,
	.btn-group .btn-group + .btn,
	.btn-group .btn-group + .btn-group {
	margin-left: -1px;
	}
	.btn-toolbar {
	margin-left: -5px;
	}
	.btn-toolbar .btn,
	.btn-toolbar .btn-group,
	.btn-toolbar .input-group {
	float: left;
	}
	.btn-toolbar > .btn,
	.btn-toolbar > .btn-group,
	.btn-toolbar > .input-group {
	margin-left: 5px;
	}
	.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
	border-radius: 0;
	}
	.btn-group > .btn:first-child {
	margin-left: 0;
	}
	.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
	border-bottom-right-radius: 0;
	border-top-right-radius: 0;
	}
	.btn-group > .btn:last-child:not(:first-child),
	.btn-group > .dropdown-toggle:not(:first-child) {
	border-bottom-left-radius: 0;
	border-top-left-radius: 0;
	}
	.btn-group > .btn-group {
	float: left;
	}
	.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
	border-radius: 0;
	}
	.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
	.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
	border-bottom-right-radius: 0;
	border-top-right-radius: 0;
	}
	.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
	border-bottom-left-radius: 0;
	border-top-left-radius: 0;
	}
	.btn-group .dropdown-toggle:active,
	.btn-group.open .dropdown-toggle {
	outline: 0;
	}
	.btn-group > .btn + .dropdown-toggle {
	padding-left: 8px;
	padding-right: 8px;
	}
	.btn-group > .btn-lg + .dropdown-toggle {
	padding-left: 12px;
	padding-right: 12px;
	}
	.btn-group.open .dropdown-toggle {
	-webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
	box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
	}
	.btn-group.open .dropdown-toggle.btn-link {
	-webkit-box-shadow: none;
	box-shadow: none;
	}
	.btn .caret {
	margin-left: 0;
	}
	.btn-lg .caret {
	border-width: 5px 5px 0;
	border-bottom-width: 0;
	}
	.dropup .btn-lg .caret {
	border-width: 0 5px 5px;
	}
	.btn-group-vertical > .btn,
	.btn-group-vertical > .btn-group,
	.btn-group-vertical > .btn-group > .btn {
	display: block;
	float: none;
	width: 100%;
	max-width: 100%;
	}
	.btn-group-vertical > .btn-group > .btn {
	float: none;
	}
	.btn-group-vertical > .btn + .btn,
	.btn-group-vertical > .btn + .btn-group,
	.btn-group-vertical > .btn-group + .btn,
	.btn-group-vertical > .btn-group + .btn-group {
	margin-top: -1px;
	margin-left: 0;
	}
	.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
	border-radius: 0;
	}
	.btn-group-vertical > .btn:first-child:not(:last-child) {
	border-top-right-radius: 2px;
	border-top-left-radius: 2px;
	border-bottom-right-radius: 0;
	border-bottom-left-radius: 0;
	}
	.btn-group-vertical > .btn:last-child:not(:first-child) {
	border-top-right-radius: 0;
	border-top-left-radius: 0;
	border-bottom-right-radius: 2px;
	border-bottom-left-radius: 2px;
	}
	.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
	border-radius: 0;
	}
	.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
	.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
	border-bottom-right-radius: 0;
	border-bottom-left-radius: 0;
	}
	.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
	border-top-right-radius: 0;
	border-top-left-radius: 0;
	}
	.btn-group-justified {
	display: table;
	width: 100%;
	table-layout: fixed;
	border-collapse: separate;
	}
	.btn-group-justified > .btn,
	.btn-group-justified > .btn-group {
	float: none;
	display: table-cell;
	width: 1%;
	}
	.btn-group-justified > .btn-group .btn {
	width: 100%;
	}
	.btn-group-justified > .btn-group .dropdown-menu {
	left: auto;
	}
	[data-toggle="buttons"] > .btn input[type="radio"],
	[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
	[data-toggle="buttons"] > .btn input[type="checkbox"],
	[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
	position: absolute;
	clip: rect(0, 0, 0, 0);
	pointer-events: none;
	}
	.input-group {
	position: relative;
	display: table;
	border-collapse: separate;
	}
	.input-group[class*="col-"] {
	float: none;
	padding-left: 0;
	padding-right: 0;
	}
	.input-group .form-control {
	position: relative;
	z-index: 2;
	float: left;
	width: 100%;
	margin-bottom: 0;
	}
	.input-group .form-control:focus {
	z-index: 3;
	}
	.input-group-lg > .form-control,
	.input-group-lg > .input-group-addon,
	.input-group-lg > .input-group-btn > .btn {
	height: 45px;
	padding: 10px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	border-radius: 3px;
	}
	select.input-group-lg > .form-control,
	select.input-group-lg > .input-group-addon,
	select.input-group-lg > .input-group-btn > .btn {
	height: 45px;
	line-height: 45px;
	}
	textarea.input-group-lg > .form-control,
	textarea.input-group-lg > .input-group-addon,
	textarea.input-group-lg > .input-group-btn > .btn,
	select[multiple].input-group-lg > .form-control,
	select[multiple].input-group-lg > .input-group-addon,
	select[multiple].input-group-lg > .input-group-btn > .btn {
	height: auto;
	}
	.input-group-sm > .form-control,
	.input-group-sm > .input-group-addon,
	.input-group-sm > .input-group-btn > .btn {
	height: 30px;
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	}
	select.input-group-sm > .form-control,
	select.input-group-sm > .input-group-addon,
	select.input-group-sm > .input-group-btn > .btn {
	height: 30px;
	line-height: 30px;
	}
	textarea.input-group-sm > .form-control,
	textarea.input-group-sm > .input-group-addon,
	textarea.input-group-sm > .input-group-btn > .btn,
	select[multiple].input-group-sm > .form-control,
	select[multiple].input-group-sm > .input-group-addon,
	select[multiple].input-group-sm > .input-group-btn > .btn {
	height: auto;
	}
	.input-group-addon,
	.input-group-btn,
	.input-group .form-control {
	display: table-cell;
	}
	.input-group-addon:not(:first-child):not(:last-child),
	.input-group-btn:not(:first-child):not(:last-child),
	.input-group .form-control:not(:first-child):not(:last-child) {
	border-radius: 0;
	}
	.input-group-addon,
	.input-group-btn {
	width: 1%;
	white-space: nowrap;
	vertical-align: middle;
	}
	.input-group-addon {
	padding: 6px 12px;
	font-size: 13px;
	font-weight: normal;
	line-height: 1;
	color: #555555;
	text-align: center;
	background-color: #eeeeee;
	border: 1px solid #ccc;
	border-radius: 2px;
	}
	.input-group-addon.input-sm {
	padding: 5px 10px;
	font-size: 12px;
	border-radius: 1px;
	}
	.input-group-addon.input-lg {
	padding: 10px 16px;
	font-size: 17px;
	border-radius: 3px;
	}
	.input-group-addon input[type="radio"],
	.input-group-addon input[type="checkbox"] {
	margin-top: 0;
	}
	.input-group .form-control:first-child,
	.input-group-addon:first-child,
	.input-group-btn:first-child > .btn,
	.input-group-btn:first-child > .btn-group > .btn,
	.input-group-btn:first-child > .dropdown-toggle,
	.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
	.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
	border-bottom-right-radius: 0;
	border-top-right-radius: 0;
	}
	.input-group-addon:first-child {
	border-right: 0;
	}
	.input-group .form-control:last-child,
	.input-group-addon:last-child,
	.input-group-btn:last-child > .btn,
	.input-group-btn:last-child > .btn-group > .btn,
	.input-group-btn:last-child > .dropdown-toggle,
	.input-group-btn:first-child > .btn:not(:first-child),
	.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
	border-bottom-left-radius: 0;
	border-top-left-radius: 0;
	}
	.input-group-addon:last-child {
	border-left: 0;
	}
	.input-group-btn {
	position: relative;
	font-size: 0;
	white-space: nowrap;
	}
	.input-group-btn > .btn {
	position: relative;
	}
	.input-group-btn > .btn + .btn {
	margin-left: -1px;
	}
	.input-group-btn > .btn:hover,
	.input-group-btn > .btn:focus,
	.input-group-btn > .btn:active {
	z-index: 2;
	}
	.input-group-btn:first-child > .btn,
	.input-group-btn:first-child > .btn-group {
	margin-right: -1px;
	}
	.input-group-btn:last-child > .btn,
	.input-group-btn:last-child > .btn-group {
	z-index: 2;
	margin-left: -1px;
	}
	.nav {
	margin-bottom: 0;
	padding-left: 0;
	list-style: none;
	}
	.nav > li {
	position: relative;
	display: block;
	}
	.nav > li > a {
	position: relative;
	display: block;
	padding: 10px 15px;
	}
	.nav > li > a:hover,
	.nav > li > a:focus {
	text-decoration: none;
	background-color: #eeeeee;
	}
	.nav > li.disabled > a {
	color: #777777;
	}
	.nav > li.disabled > a:hover,
	.nav > li.disabled > a:focus {
	color: #777777;
	text-decoration: none;
	background-color: transparent;
	cursor: not-allowed;
	}
	.nav .open > a,
	.nav .open > a:hover,
	.nav .open > a:focus {
	background-color: #eeeeee;
	border-color: #337ab7;
	}
	.nav .nav-divider {
	height: 1px;
	margin: 8px 0;
	overflow: hidden;
	background-color: #e5e5e5;
	}
	.nav > li > a > img {
	max-width: none;
	}
	.nav-tabs {
	border-bottom: 1px solid #ddd;
	}
	.nav-tabs > li {
	float: left;
	margin-bottom: -1px;
	}
	.nav-tabs > li > a {
	margin-right: 2px;
	line-height: 1.42857143;
	border: 1px solid transparent;
	border-radius: 2px 2px 0 0;
	}
	.nav-tabs > li > a:hover {
	border-color: #eeeeee #eeeeee #ddd;
	}
	.nav-tabs > li.active > a,
	.nav-tabs > li.active > a:hover,
	.nav-tabs > li.active > a:focus {
	color: #555555;
	background-color: #fff;
	border: 1px solid #ddd;
	border-bottom-color: transparent;
	cursor: default;
	}
	.nav-tabs.nav-justified {
	width: 100%;
	border-bottom: 0;
	}
	.nav-tabs.nav-justified > li {
	float: none;
	}
	.nav-tabs.nav-justified > li > a {
	text-align: center;
	margin-bottom: 5px;
	}
	.nav-tabs.nav-justified > .dropdown .dropdown-menu {
	top: auto;
	left: auto;
	}
	@media (min-width: 768px) {
	.nav-tabs.nav-justified > li {
	display: table-cell;
	width: 1%;
	}
	.nav-tabs.nav-justified > li > a {
	margin-bottom: 0;
	}
	}
	.nav-tabs.nav-justified > li > a {
	margin-right: 0;
	border-radius: 2px;
	}
	.nav-tabs.nav-justified > .active > a,
	.nav-tabs.nav-justified > .active > a:hover,
	.nav-tabs.nav-justified > .active > a:focus {
	border: 1px solid #ddd;
	}
	@media (min-width: 768px) {
	.nav-tabs.nav-justified > li > a {
	border-bottom: 1px solid #ddd;
	border-radius: 2px 2px 0 0;
	}
	.nav-tabs.nav-justified > .active > a,
	.nav-tabs.nav-justified > .active > a:hover,
	.nav-tabs.nav-justified > .active > a:focus {
	border-bottom-color: #fff;
	}
	}
	.nav-pills > li {
	float: left;
	}
	.nav-pills > li > a {
	border-radius: 2px;
	}
	.nav-pills > li + li {
	margin-left: 2px;
	}
	.nav-pills > li.active > a,
	.nav-pills > li.active > a:hover,
	.nav-pills > li.active > a:focus {
	color: #fff;
	background-color: #337ab7;
	}
	.nav-stacked > li {
	float: none;
	}
	.nav-stacked > li + li {
	margin-top: 2px;
	margin-left: 0;
	}
	.nav-justified {
	width: 100%;
	}
	.nav-justified > li {
	float: none;
	}
	.nav-justified > li > a {
	text-align: center;
	margin-bottom: 5px;
	}
	.nav-justified > .dropdown .dropdown-menu {
	top: auto;
	left: auto;
	}
	@media (min-width: 768px) {
	.nav-justified > li {
	display: table-cell;
	width: 1%;
	}
	.nav-justified > li > a {
	margin-bottom: 0;
	}
	}
	.nav-tabs-justified {
	border-bottom: 0;
	}
	.nav-tabs-justified > li > a {
	margin-right: 0;
	border-radius: 2px;
	}
	.nav-tabs-justified > .active > a,
	.nav-tabs-justified > .active > a:hover,
	.nav-tabs-justified > .active > a:focus {
	border: 1px solid #ddd;
	}
	@media (min-width: 768px) {
	.nav-tabs-justified > li > a {
	border-bottom: 1px solid #ddd;
	border-radius: 2px 2px 0 0;
	}
	.nav-tabs-justified > .active > a,
	.nav-tabs-justified > .active > a:hover,
	.nav-tabs-justified > .active > a:focus {
	border-bottom-color: #fff;
	}
	}
	.tab-content > .tab-pane {
	display: none;
	}
	.tab-content > .active {
	display: block;
	}
	.nav-tabs .dropdown-menu {
	margin-top: -1px;
	border-top-right-radius: 0;
	border-top-left-radius: 0;
	}
	.navbar {
	position: relative;
	min-height: 30px;
	margin-bottom: 18px;
	border: 1px solid transparent;
	}
	@media (min-width: 541px) {
	.navbar {
	border-radius: 2px;
	}
	}
	@media (min-width: 541px) {
	.navbar-header {
	float: left;
	}
	}
	.navbar-collapse {
	overflow-x: visible;
	padding-right: 0px;
	padding-left: 0px;
	border-top: 1px solid transparent;
	box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
	-webkit-overflow-scrolling: touch;
	}
	.navbar-collapse.in {
	overflow-y: auto;
	}
	@media (min-width: 541px) {
	.navbar-collapse {
	width: auto;
	border-top: 0;
	box-shadow: none;
	}
	.navbar-collapse.collapse {
	display: block !important;
	height: auto !important;
	padding-bottom: 0;
	overflow: visible !important;
	}
	.navbar-collapse.in {
	overflow-y: visible;
	}
	.navbar-fixed-top .navbar-collapse,
	.navbar-static-top .navbar-collapse,
	.navbar-fixed-bottom .navbar-collapse {
	padding-left: 0;
	padding-right: 0;
	}
	}
	.navbar-fixed-top .navbar-collapse,
	.navbar-fixed-bottom .navbar-collapse {
	max-height: 340px;
	}
	@media (max-device-width: 540px) and (orientation: landscape) {
	.navbar-fixed-top .navbar-collapse,
	.navbar-fixed-bottom .navbar-collapse {
	max-height: 200px;
	}
	}
	.container > .navbar-header,
	.container-fluid > .navbar-header,
	.container > .navbar-collapse,
	.container-fluid > .navbar-collapse {
	margin-right: 0px;
	margin-left: 0px;
	}
	@media (min-width: 541px) {
	.container > .navbar-header,
	.container-fluid > .navbar-header,
	.container > .navbar-collapse,
	.container-fluid > .navbar-collapse {
	margin-right: 0;
	margin-left: 0;
	}
	}
	.navbar-static-top {
	z-index: 1000;
	border-width: 0 0 1px;
	}
	@media (min-width: 541px) {
	.navbar-static-top {
	border-radius: 0;
	}
	}
	.navbar-fixed-top,
	.navbar-fixed-bottom {
	position: fixed;
	right: 0;
	left: 0;
	z-index: 1030;
	}
	@media (min-width: 541px) {
	.navbar-fixed-top,
	.navbar-fixed-bottom {
	border-radius: 0;
	}
	}
	.navbar-fixed-top {
	top: 0;
	border-width: 0 0 1px;
	}
	.navbar-fixed-bottom {
	bottom: 0;
	margin-bottom: 0;
	border-width: 1px 0 0;
	}
	.navbar-brand {
	float: left;
	padding: 6px 0px;
	font-size: 17px;
	line-height: 18px;
	height: 30px;
	}
	.navbar-brand:hover,
	.navbar-brand:focus {
	text-decoration: none;
	}
	.navbar-brand > img {
	display: block;
	}
	@media (min-width: 541px) {
	.navbar > .container .navbar-brand,
	.navbar > .container-fluid .navbar-brand {
	margin-left: 0px;
	}
	}
	.navbar-toggle {
	position: relative;
	float: right;
	margin-right: 0px;
	padding: 9px 10px;
	margin-top: -2px;
	margin-bottom: -2px;
	background-color: transparent;
	background-image: none;
	border: 1px solid transparent;
	border-radius: 2px;
	}
	.navbar-toggle:focus {
	outline: 0;
	}
	.navbar-toggle .icon-bar {
	display: block;
	width: 22px;
	height: 2px;
	border-radius: 1px;
	}
	.navbar-toggle .icon-bar + .icon-bar {
	margin-top: 4px;
	}
	@media (min-width: 541px) {
	.navbar-toggle {
	display: none;
	}
	}
	.navbar-nav {
	margin: 3px 0px;
	}
	.navbar-nav > li > a {
	padding-top: 10px;
	padding-bottom: 10px;
	line-height: 18px;
	}
	@media (max-width: 540px) {
	.navbar-nav .open .dropdown-menu {
	position: static;
	float: none;
	width: auto;
	margin-top: 0;
	background-color: transparent;
	border: 0;
	box-shadow: none;
	}
	.navbar-nav .open .dropdown-menu > li > a,
	.navbar-nav .open .dropdown-menu .dropdown-header {
	padding: 5px 15px 5px 25px;
	}
	.navbar-nav .open .dropdown-menu > li > a {
	line-height: 18px;
	}
	.navbar-nav .open .dropdown-menu > li > a:hover,
	.navbar-nav .open .dropdown-menu > li > a:focus {
	background-image: none;
	}
	}
	@media (min-width: 541px) {
	.navbar-nav {
	float: left;
	margin: 0;
	}
	.navbar-nav > li {
	float: left;
	}
	.navbar-nav > li > a {
	padding-top: 6px;
	padding-bottom: 6px;
	}
	}
	.navbar-form {
	margin-left: 0px;
	margin-right: 0px;
	padding: 10px 0px;
	border-top: 1px solid transparent;
	border-bottom: 1px solid transparent;
	-webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
	box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
	margin-top: -1px;
	margin-bottom: -1px;
	}
	@media (min-width: 768px) {
	.navbar-form .form-group {
	display: inline-block;
	margin-bottom: 0;
	vertical-align: middle;
	}
	.navbar-form .form-control {
	display: inline-block;
	width: auto;
	vertical-align: middle;
	}
	.navbar-form .form-control-static {
	display: inline-block;
	}
	.navbar-form .input-group {
	display: inline-table;
	vertical-align: middle;
	}
	.navbar-form .input-group .input-group-addon,
	.navbar-form .input-group .input-group-btn,
	.navbar-form .input-group .form-control {
	width: auto;
	}
	.navbar-form .input-group > .form-control {
	width: 100%;
	}
	.navbar-form .control-label {
	margin-bottom: 0;
	vertical-align: middle;
	}
	.navbar-form .radio,
	.navbar-form .checkbox {
	display: inline-block;
	margin-top: 0;
	margin-bottom: 0;
	vertical-align: middle;
	}
	.navbar-form .radio label,
	.navbar-form .checkbox label {
	padding-left: 0;
	}
	.navbar-form .radio input[type="radio"],
	.navbar-form .checkbox input[type="checkbox"] {
	position: relative;
	margin-left: 0;
	}
	.navbar-form .has-feedback .form-control-feedback {
	top: 0;
	}
	}
	@media (max-width: 540px) {
	.navbar-form .form-group {
	margin-bottom: 5px;
	}
	.navbar-form .form-group:last-child {
	margin-bottom: 0;
	}
	}
	@media (min-width: 541px) {
	.navbar-form {
	width: auto;
	border: 0;
	margin-left: 0;
	margin-right: 0;
	padding-top: 0;
	padding-bottom: 0;
	-webkit-box-shadow: none;
	box-shadow: none;
	}
	}
	.navbar-nav > li > .dropdown-menu {
	margin-top: 0;
	border-top-right-radius: 0;
	border-top-left-radius: 0;
	}
	.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
	margin-bottom: 0;
	border-top-right-radius: 2px;
	border-top-left-radius: 2px;
	border-bottom-right-radius: 0;
	border-bottom-left-radius: 0;
	}
	.navbar-btn {
	margin-top: -1px;
	margin-bottom: -1px;
	}
	.navbar-btn.btn-sm {
	margin-top: 0px;
	margin-bottom: 0px;
	}
	.navbar-btn.btn-xs {
	margin-top: 4px;
	margin-bottom: 4px;
	}
	.navbar-text {
	margin-top: 6px;
	margin-bottom: 6px;
	}
	@media (min-width: 541px) {
	.navbar-text {
	float: left;
	margin-left: 0px;
	margin-right: 0px;
	}
	}
	@media (min-width: 541px) {
	.navbar-left {
	float: left !important;
	float: left;
	}
	.navbar-right {
	float: right !important;
	float: right;
	margin-right: 0px;
	}
	.navbar-right ~ .navbar-right {
	margin-right: 0;
	}
	}
	.navbar-default {
	background-color: #f8f8f8;
	border-color: #e7e7e7;
	}
	.navbar-default .navbar-brand {
	color: #777;
	}
	.navbar-default .navbar-brand:hover,
	.navbar-default .navbar-brand:focus {
	color: #5e5e5e;
	background-color: transparent;
	}
	.navbar-default .navbar-text {
	color: #777;
	}
	.navbar-default .navbar-nav > li > a {
	color: #777;
	}
	.navbar-default .navbar-nav > li > a:hover,
	.navbar-default .navbar-nav > li > a:focus {
	color: #333;
	background-color: transparent;
	}
	.navbar-default .navbar-nav > .active > a,
	.navbar-default .navbar-nav > .active > a:hover,
	.navbar-default .navbar-nav > .active > a:focus {
	color: #555;
	background-color: #e7e7e7;
	}
	.navbar-default .navbar-nav > .disabled > a,
	.navbar-default .navbar-nav > .disabled > a:hover,
	.navbar-default .navbar-nav > .disabled > a:focus {
	color: #ccc;
	background-color: transparent;
	}
	.navbar-default .navbar-toggle {
	border-color: #ddd;
	}
	.navbar-default .navbar-toggle:hover,
	.navbar-default .navbar-toggle:focus {
	background-color: #ddd;
	}
	.navbar-default .navbar-toggle .icon-bar {
	background-color: #888;
	}
	.navbar-default .navbar-collapse,
	.navbar-default .navbar-form {
	border-color: #e7e7e7;
	}
	.navbar-default .navbar-nav > .open > a,
	.navbar-default .navbar-nav > .open > a:hover,
	.navbar-default .navbar-nav > .open > a:focus {
	background-color: #e7e7e7;
	color: #555;
	}
	@media (max-width: 540px) {
	.navbar-default .navbar-nav .open .dropdown-menu > li > a {
	color: #777;
	}
	.navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
	.navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
	color: #333;
	background-color: transparent;
	}
	.navbar-default .navbar-nav .open .dropdown-menu > .active > a,
	.navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
	.navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
	color: #555;
	background-color: #e7e7e7;
	}
	.navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
	.navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
	.navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
	color: #ccc;
	background-color: transparent;
	}
	}
	.navbar-default .navbar-link {
	color: #777;
	}
	.navbar-default .navbar-link:hover {
	color: #333;
	}
	.navbar-default .btn-link {
	color: #777;
	}
	.navbar-default .btn-link:hover,
	.navbar-default .btn-link:focus {
	color: #333;
	}
	.navbar-default .btn-link[disabled]:hover,
	fieldset[disabled] .navbar-default .btn-link:hover,
	.navbar-default .btn-link[disabled]:focus,
	fieldset[disabled] .navbar-default .btn-link:focus {
	color: #ccc;
	}
	.navbar-inverse {
	background-color: #222;
	border-color: #080808;
	}
	.navbar-inverse .navbar-brand {
	color: #9d9d9d;
	}
	.navbar-inverse .navbar-brand:hover,
	.navbar-inverse .navbar-brand:focus {
	color: #fff;
	background-color: transparent;
	}
	.navbar-inverse .navbar-text {
	color: #9d9d9d;
	}
	.navbar-inverse .navbar-nav > li > a {
	color: #9d9d9d;
	}
	.navbar-inverse .navbar-nav > li > a:hover,
	.navbar-inverse .navbar-nav > li > a:focus {
	color: #fff;
	background-color: transparent;
	}
	.navbar-inverse .navbar-nav > .active > a,
	.navbar-inverse .navbar-nav > .active > a:hover,
	.navbar-inverse .navbar-nav > .active > a:focus {
	color: #fff;
	background-color: #080808;
	}
	.navbar-inverse .navbar-nav > .disabled > a,
	.navbar-inverse .navbar-nav > .disabled > a:hover,
	.navbar-inverse .navbar-nav > .disabled > a:focus {
	color: #444;
	background-color: transparent;
	}
	.navbar-inverse .navbar-toggle {
	border-color: #333;
	}
	.navbar-inverse .navbar-toggle:hover,
	.navbar-inverse .navbar-toggle:focus {
	background-color: #333;
	}
	.navbar-inverse .navbar-toggle .icon-bar {
	background-color: #fff;
	}
	.navbar-inverse .navbar-collapse,
	.navbar-inverse .navbar-form {
	border-color: #101010;
	}
	.navbar-inverse .navbar-nav > .open > a,
	.navbar-inverse .navbar-nav > .open > a:hover,
	.navbar-inverse .navbar-nav > .open > a:focus {
	background-color: #080808;
	color: #fff;
	}
	@media (max-width: 540px) {
	.navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
	border-color: #080808;
	}
	.navbar-inverse .navbar-nav .open .dropdown-menu .divider {
	background-color: #080808;
	}
	.navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
	color: #9d9d9d;
	}
	.navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
	.navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
	color: #fff;
	background-color: transparent;
	}
	.navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
	.navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
	.navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
	color: #fff;
	background-color: #080808;
	}
	.navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
	.navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
	.navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
	color: #444;
	background-color: transparent;
	}
	}
	.navbar-inverse .navbar-link {
	color: #9d9d9d;
	}
	.navbar-inverse .navbar-link:hover {
	color: #fff;
	}
	.navbar-inverse .btn-link {
	color: #9d9d9d;
	}
	.navbar-inverse .btn-link:hover,
	.navbar-inverse .btn-link:focus {
	color: #fff;
	}
	.navbar-inverse .btn-link[disabled]:hover,
	fieldset[disabled] .navbar-inverse .btn-link:hover,
	.navbar-inverse .btn-link[disabled]:focus,
	fieldset[disabled] .navbar-inverse .btn-link:focus {
	color: #444;
	}
	.breadcrumb {
	padding: 8px 15px;
	margin-bottom: 18px;
	list-style: none;
	background-color: #f5f5f5;
	border-radius: 2px;
	}
	.breadcrumb > li {
	display: inline-block;
	}
	.breadcrumb > li + li:before {
	content: "/\00a0";
	padding: 0 5px;
	color: #5e5e5e;
	}
	.breadcrumb > .active {
	color: #777777;
	}
	.pagination {
	display: inline-block;
	padding-left: 0;
	margin: 18px 0;
	border-radius: 2px;
	}
	.pagination > li {
	display: inline;
	}
	.pagination > li > a,
	.pagination > li > span {
	position: relative;
	float: left;
	padding: 6px 12px;
	line-height: 1.42857143;
	text-decoration: none;
	color: #337ab7;
	background-color: #fff;
	border: 1px solid #ddd;
	margin-left: -1px;
	}
	.pagination > li:first-child > a,
	.pagination > li:first-child > span {
	margin-left: 0;
	border-bottom-left-radius: 2px;
	border-top-left-radius: 2px;
	}
	.pagination > li:last-child > a,
	.pagination > li:last-child > span {
	border-bottom-right-radius: 2px;
	border-top-right-radius: 2px;
	}
	.pagination > li > a:hover,
	.pagination > li > span:hover,
	.pagination > li > a:focus,
	.pagination > li > span:focus {
	z-index: 2;
	color: #23527c;
	background-color: #eeeeee;
	border-color: #ddd;
	}
	.pagination > .active > a,
	.pagination > .active > span,
	.pagination > .active > a:hover,
	.pagination > .active > span:hover,
	.pagination > .active > a:focus,
	.pagination > .active > span:focus {
	z-index: 3;
	color: #fff;
	background-color: #337ab7;
	border-color: #337ab7;
	cursor: default;
	}
	.pagination > .disabled > span,
	.pagination > .disabled > span:hover,
	.pagination > .disabled > span:focus,
	.pagination > .disabled > a,
	.pagination > .disabled > a:hover,
	.pagination > .disabled > a:focus {
	color: #777777;
	background-color: #fff;
	border-color: #ddd;
	cursor: not-allowed;
	}
	.pagination-lg > li > a,
	.pagination-lg > li > span {
	padding: 10px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	}
	.pagination-lg > li:first-child > a,
	.pagination-lg > li:first-child > span {
	border-bottom-left-radius: 3px;
	border-top-left-radius: 3px;
	}
	.pagination-lg > li:last-child > a,
	.pagination-lg > li:last-child > span {
	border-bottom-right-radius: 3px;
	border-top-right-radius: 3px;
	}
	.pagination-sm > li > a,
	.pagination-sm > li > span {
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	}
	.pagination-sm > li:first-child > a,
	.pagination-sm > li:first-child > span {
	border-bottom-left-radius: 1px;
	border-top-left-radius: 1px;
	}
	.pagination-sm > li:last-child > a,
	.pagination-sm > li:last-child > span {
	border-bottom-right-radius: 1px;
	border-top-right-radius: 1px;
	}
	.pager {
	padding-left: 0;
	margin: 18px 0;
	list-style: none;
	text-align: center;
	}
	.pager li {
	display: inline;
	}
	.pager li > a,
	.pager li > span {
	display: inline-block;
	padding: 5px 14px;
	background-color: #fff;
	border: 1px solid #ddd;
	border-radius: 15px;
	}
	.pager li > a:hover,
	.pager li > a:focus {
	text-decoration: none;
	background-color: #eeeeee;
	}
	.pager .next > a,
	.pager .next > span {
	float: right;
	}
	.pager .previous > a,
	.pager .previous > span {
	float: left;
	}
	.pager .disabled > a,
	.pager .disabled > a:hover,
	.pager .disabled > a:focus,
	.pager .disabled > span {
	color: #777777;
	background-color: #fff;
	cursor: not-allowed;
	}
	.label {
	display: inline;
	padding: .2em .6em .3em;
	font-size: 75%;
	font-weight: bold;
	line-height: 1;
	color: #fff;
	text-align: center;
	white-space: nowrap;
	vertical-align: baseline;
	border-radius: .25em;
	}
	a.label:hover,
	a.label:focus {
	color: #fff;
	text-decoration: none;
	cursor: pointer;
	}
	.label:empty {
	display: none;
	}
	.btn .label {
	position: relative;
	top: -1px;
	}
	.label-default {
	background-color: #777777;
	}
	.label-default[href]:hover,
	.label-default[href]:focus {
	background-color: #5e5e5e;
	}
	.label-primary {
	background-color: #337ab7;
	}
	.label-primary[href]:hover,
	.label-primary[href]:focus {
	background-color: #286090;
	}
	.label-success {
	background-color: #5cb85c;
	}
	.label-success[href]:hover,
	.label-success[href]:focus {
	background-color: #449d44;
	}
	.label-info {
	background-color: #5bc0de;
	}
	.label-info[href]:hover,
	.label-info[href]:focus {
	background-color: #31b0d5;
	}
	.label-warning {
	background-color: #f0ad4e;
	}
	.label-warning[href]:hover,
	.label-warning[href]:focus {
	background-color: #ec971f;
	}
	.label-danger {
	background-color: #d9534f;
	}
	.label-danger[href]:hover,
	.label-danger[href]:focus {
	background-color: #c9302c;
	}
	.badge {
	display: inline-block;
	min-width: 10px;
	padding: 3px 7px;
	font-size: 12px;
	font-weight: bold;
	color: #fff;
	line-height: 1;
	vertical-align: middle;
	white-space: nowrap;
	text-align: center;
	background-color: #777777;
	border-radius: 10px;
	}
	.badge:empty {
	display: none;
	}
	.btn .badge {
	position: relative;
	top: -1px;
	}
	.btn-xs .badge,
	.btn-group-xs > .btn .badge {
	top: 0;
	padding: 1px 5px;
	}
	a.badge:hover,
	a.badge:focus {
	color: #fff;
	text-decoration: none;
	cursor: pointer;
	}
	.list-group-item.active > .badge,
	.nav-pills > .active > a > .badge {
	color: #337ab7;
	background-color: #fff;
	}
	.list-group-item > .badge {
	float: right;
	}
	.list-group-item > .badge + .badge {
	margin-right: 5px;
	}
	.nav-pills > li > a > .badge {
	margin-left: 3px;
	}
	.jumbotron {
	padding-top: 30px;
	padding-bottom: 30px;
	margin-bottom: 30px;
	color: inherit;
	background-color: #eeeeee;
	}
	.jumbotron h1,
	.jumbotron .h1 {
	color: inherit;
	}
	.jumbotron p {
	margin-bottom: 15px;
	font-size: 20px;
	font-weight: 200;
	}
	.jumbotron > hr {
	border-top-color: #d5d5d5;
	}
	.container .jumbotron,
	.container-fluid .jumbotron {
	border-radius: 3px;
	padding-left: 0px;
	padding-right: 0px;
	}
	.jumbotron .container {
	max-width: 100%;
	}
	@media screen and (min-width: 768px) {
	.jumbotron {
	padding-top: 48px;
	padding-bottom: 48px;
	}
	.container .jumbotron,
	.container-fluid .jumbotron {
	padding-left: 60px;
	padding-right: 60px;
	}
	.jumbotron h1,
	.jumbotron .h1 {
	font-size: 59px;
	}
	}
	.thumbnail {
	display: block;
	padding: 4px;
	margin-bottom: 18px;
	line-height: 1.42857143;
	background-color: #fff;
	border: 1px solid #ddd;
	border-radius: 2px;
	-webkit-transition: border 0.2s ease-in-out;
	-o-transition: border 0.2s ease-in-out;
	transition: border 0.2s ease-in-out;
	}
	.thumbnail > img,
	.thumbnail a > img {
	margin-left: auto;
	margin-right: auto;
	}
	a.thumbnail:hover,
	a.thumbnail:focus,
	a.thumbnail.active {
	border-color: #337ab7;
	}
	.thumbnail .caption {
	padding: 9px;
	color: #000;
	}
	.alert {
	padding: 15px;
	margin-bottom: 18px;
	border: 1px solid transparent;
	border-radius: 2px;
	}
	.alert h4 {
	margin-top: 0;
	color: inherit;
	}
	.alert .alert-link {
	font-weight: bold;
	}
	.alert > p,
	.alert > ul {
	margin-bottom: 0;
	}
	.alert > p + p {
	margin-top: 5px;
	}
	.alert-dismissable,
	.alert-dismissible {
	padding-right: 35px;
	}
	.alert-dismissable .close,
	.alert-dismissible .close {
	position: relative;
	top: -2px;
	right: -21px;
	color: inherit;
	}
	.alert-success {
	background-color: #dff0d8;
	border-color: #d6e9c6;
	color: #3c763d;
	}
	.alert-success hr {
	border-top-color: #c9e2b3;
	}
	.alert-success .alert-link {
	color: #2b542c;
	}
	.alert-info {
	background-color: #d9edf7;
	border-color: #bce8f1;
	color: #31708f;
	}
	.alert-info hr {
	border-top-color: #a6e1ec;
	}
	.alert-info .alert-link {
	color: #245269;
	}
	.alert-warning {
	background-color: #fcf8e3;
	border-color: #faebcc;
	color: #8a6d3b;
	}
	.alert-warning hr {
	border-top-color: #f7e1b5;
	}
	.alert-warning .alert-link {
	color: #66512c;
	}
	.alert-danger {
	background-color: #f2dede;
	border-color: #ebccd1;
	color: #a94442;
	}
	.alert-danger hr {
	border-top-color: #e4b9c0;
	}
	.alert-danger .alert-link {
	color: #843534;
	}
	@-webkit-keyframes progress-bar-stripes {
	from {
	background-position: 40px 0;
	}
	to {
	background-position: 0 0;
	}
	}
	@keyframes progress-bar-stripes {
	from {
	background-position: 40px 0;
	}
	to {
	background-position: 0 0;
	}
	}
	.progress {
	overflow: hidden;
	height: 18px;
	margin-bottom: 18px;
	background-color: #f5f5f5;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
	box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
	}
	.progress-bar {
	float: left;
	width: 0%;
	height: 100%;
	font-size: 12px;
	line-height: 18px;
	color: #fff;
	text-align: center;
	background-color: #337ab7;
	-webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
	box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
	-webkit-transition: width 0.6s ease;
	-o-transition: width 0.6s ease;
	transition: width 0.6s ease;
	}
	.progress-striped .progress-bar,
	.progress-bar-striped {
	background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-size: 40px 40px;
	}
	.progress.active .progress-bar,
	.progress-bar.active {
	-webkit-animation: progress-bar-stripes 2s linear infinite;
	-o-animation: progress-bar-stripes 2s linear infinite;
	animation: progress-bar-stripes 2s linear infinite;
	}
	.progress-bar-success {
	background-color: #5cb85c;
	}
	.progress-striped .progress-bar-success {
	background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	}
	.progress-bar-info {
	background-color: #5bc0de;
	}
	.progress-striped .progress-bar-info {
	background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	}
	.progress-bar-warning {
	background-color: #f0ad4e;
	}
	.progress-striped .progress-bar-warning {
	background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	}
	.progress-bar-danger {
	background-color: #d9534f;
	}
	.progress-striped .progress-bar-danger {
	background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	}
	.media {
	margin-top: 15px;
	}
	.media:first-child {
	margin-top: 0;
	}
	.media,
	.media-body {
	zoom: 1;
	overflow: hidden;
	}
	.media-body {
	width: 10000px;
	}
	.media-object {
	display: block;
	}
	.media-object.img-thumbnail {
	max-width: none;
	}
	.media-right,
	.media > .pull-right {
	padding-left: 10px;
	}
	.media-left,
	.media > .pull-left {
	padding-right: 10px;
	}
	.media-left,
	.media-right,
	.media-body {
	display: table-cell;
	vertical-align: top;
	}
	.media-middle {
	vertical-align: middle;
	}
	.media-bottom {
	vertical-align: bottom;
	}
	.media-heading {
	margin-top: 0;
	margin-bottom: 5px;
	}
	.media-list {
	padding-left: 0;
	list-style: none;
	}
	.list-group {
	margin-bottom: 20px;
	padding-left: 0;
	}
	.list-group-item {
	position: relative;
	display: block;
	padding: 10px 15px;
	margin-bottom: -1px;
	background-color: #fff;
	border: 1px solid #ddd;
	}
	.list-group-item:first-child {
	border-top-right-radius: 2px;
	border-top-left-radius: 2px;
	}
	.list-group-item:last-child {
	margin-bottom: 0;
	border-bottom-right-radius: 2px;
	border-bottom-left-radius: 2px;
	}
	a.list-group-item,
	button.list-group-item {
	color: #555;
	}
	a.list-group-item .list-group-item-heading,
	button.list-group-item .list-group-item-heading {
	color: #333;
	}
	a.list-group-item:hover,
	button.list-group-item:hover,
	a.list-group-item:focus,
	button.list-group-item:focus {
	text-decoration: none;
	color: #555;
	background-color: #f5f5f5;
	}
	button.list-group-item {
	width: 100%;
	text-align: left;
	}
	.list-group-item.disabled,
	.list-group-item.disabled:hover,
	.list-group-item.disabled:focus {
	background-color: #eeeeee;
	color: #777777;
	cursor: not-allowed;
	}
	.list-group-item.disabled .list-group-item-heading,
	.list-group-item.disabled:hover .list-group-item-heading,
	.list-group-item.disabled:focus .list-group-item-heading {
	color: inherit;
	}
	.list-group-item.disabled .list-group-item-text,
	.list-group-item.disabled:hover .list-group-item-text,
	.list-group-item.disabled:focus .list-group-item-text {
	color: #777777;
	}
	.list-group-item.active,
	.list-group-item.active:hover,
	.list-group-item.active:focus {
	z-index: 2;
	color: #fff;
	background-color: #337ab7;
	border-color: #337ab7;
	}
	.list-group-item.active .list-group-item-heading,
	.list-group-item.active:hover .list-group-item-heading,
	.list-group-item.active:focus .list-group-item-heading,
	.list-group-item.active .list-group-item-heading > small,
	.list-group-item.active:hover .list-group-item-heading > small,
	.list-group-item.active:focus .list-group-item-heading > small,
	.list-group-item.active .list-group-item-heading > .small,
	.list-group-item.active:hover .list-group-item-heading > .small,
	.list-group-item.active:focus .list-group-item-heading > .small {
	color: inherit;
	}
	.list-group-item.active .list-group-item-text,
	.list-group-item.active:hover .list-group-item-text,
	.list-group-item.active:focus .list-group-item-text {
	color: #c7ddef;
	}
	.list-group-item-success {
	color: #3c763d;
	background-color: #dff0d8;
	}
	a.list-group-item-success,
	button.list-group-item-success {
	color: #3c763d;
	}
	a.list-group-item-success .list-group-item-heading,
	button.list-group-item-success .list-group-item-heading {
	color: inherit;
	}
	a.list-group-item-success:hover,
	button.list-group-item-success:hover,
	a.list-group-item-success:focus,
	button.list-group-item-success:focus {
	color: #3c763d;
	background-color: #d0e9c6;
	}
	a.list-group-item-success.active,
	button.list-group-item-success.active,
	a.list-group-item-success.active:hover,
	button.list-group-item-success.active:hover,
	a.list-group-item-success.active:focus,
	button.list-group-item-success.active:focus {
	color: #fff;
	background-color: #3c763d;
	border-color: #3c763d;
	}
	.list-group-item-info {
	color: #31708f;
	background-color: #d9edf7;
	}
	a.list-group-item-info,
	button.list-group-item-info {
	color: #31708f;
	}
	a.list-group-item-info .list-group-item-heading,
	button.list-group-item-info .list-group-item-heading {
	color: inherit;
	}
	a.list-group-item-info:hover,
	button.list-group-item-info:hover,
	a.list-group-item-info:focus,
	button.list-group-item-info:focus {
	color: #31708f;
	background-color: #c4e3f3;
	}
	a.list-group-item-info.active,
	button.list-group-item-info.active,
	a.list-group-item-info.active:hover,
	button.list-group-item-info.active:hover,
	a.list-group-item-info.active:focus,
	button.list-group-item-info.active:focus {
	color: #fff;
	background-color: #31708f;
	border-color: #31708f;
	}
	.list-group-item-warning {
	color: #8a6d3b;
	background-color: #fcf8e3;
	}
	a.list-group-item-warning,
	button.list-group-item-warning {
	color: #8a6d3b;
	}
	a.list-group-item-warning .list-group-item-heading,
	button.list-group-item-warning .list-group-item-heading {
	color: inherit;
	}
	a.list-group-item-warning:hover,
	button.list-group-item-warning:hover,
	a.list-group-item-warning:focus,
	button.list-group-item-warning:focus {
	color: #8a6d3b;
	background-color: #faf2cc;
	}
	a.list-group-item-warning.active,
	button.list-group-item-warning.active,
	a.list-group-item-warning.active:hover,
	button.list-group-item-warning.active:hover,
	a.list-group-item-warning.active:focus,
	button.list-group-item-warning.active:focus {
	color: #fff;
	background-color: #8a6d3b;
	border-color: #8a6d3b;
	}
	.list-group-item-danger {
	color: #a94442;
	background-color: #f2dede;
	}
	a.list-group-item-danger,
	button.list-group-item-danger {
	color: #a94442;
	}
	a.list-group-item-danger .list-group-item-heading,
	button.list-group-item-danger .list-group-item-heading {
	color: inherit;
	}
	a.list-group-item-danger:hover,
	button.list-group-item-danger:hover,
	a.list-group-item-danger:focus,
	button.list-group-item-danger:focus {
	color: #a94442;
	background-color: #ebcccc;
	}
	a.list-group-item-danger.active,
	button.list-group-item-danger.active,
	a.list-group-item-danger.active:hover,
	button.list-group-item-danger.active:hover,
	a.list-group-item-danger.active:focus,
	button.list-group-item-danger.active:focus {
	color: #fff;
	background-color: #a94442;
	border-color: #a94442;
	}
	.list-group-item-heading {
	margin-top: 0;
	margin-bottom: 5px;
	}
	.list-group-item-text {
	margin-bottom: 0;
	line-height: 1.3;
	}
	.panel {
	margin-bottom: 18px;
	background-color: #fff;
	border: 1px solid transparent;
	border-radius: 2px;
	-webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
	box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
	}
	.panel-body {
	padding: 15px;
	}
	.panel-heading {
	padding: 10px 15px;
	border-bottom: 1px solid transparent;
	border-top-right-radius: 1px;
	border-top-left-radius: 1px;
	}
	.panel-heading > .dropdown .dropdown-toggle {
	color: inherit;
	}
	.panel-title {
	margin-top: 0;
	margin-bottom: 0;
	font-size: 15px;
	color: inherit;
	}
	.panel-title > a,
	.panel-title > small,
	.panel-title > .small,
	.panel-title > small > a,
	.panel-title > .small > a {
	color: inherit;
	}
	.panel-footer {
	padding: 10px 15px;
	background-color: #f5f5f5;
	border-top: 1px solid #ddd;
	border-bottom-right-radius: 1px;
	border-bottom-left-radius: 1px;
	}
	.panel > .list-group,
	.panel > .panel-collapse > .list-group {
	margin-bottom: 0;
	}
	.panel > .list-group .list-group-item,
	.panel > .panel-collapse > .list-group .list-group-item {
	border-width: 1px 0;
	border-radius: 0;
	}
	.panel > .list-group:first-child .list-group-item:first-child,
	.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
	border-top: 0;
	border-top-right-radius: 1px;
	border-top-left-radius: 1px;
	}
	.panel > .list-group:last-child .list-group-item:last-child,
	.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
	border-bottom: 0;
	border-bottom-right-radius: 1px;
	border-bottom-left-radius: 1px;
	}
	.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
	border-top-right-radius: 0;
	border-top-left-radius: 0;
	}
	.panel-heading + .list-group .list-group-item:first-child {
	border-top-width: 0;
	}
	.list-group + .panel-footer {
	border-top-width: 0;
	}
	.panel > .table,
	.panel > .table-responsive > .table,
	.panel > .panel-collapse > .table {
	margin-bottom: 0;
	}
	.panel > .table caption,
	.panel > .table-responsive > .table caption,
	.panel > .panel-collapse > .table caption {
	padding-left: 15px;
	padding-right: 15px;
	}
	.panel > .table:first-child,
	.panel > .table-responsive:first-child > .table:first-child {
	border-top-right-radius: 1px;
	border-top-left-radius: 1px;
	}
	.panel > .table:first-child > thead:first-child > tr:first-child,
	.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
	.panel > .table:first-child > tbody:first-child > tr:first-child,
	.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
	border-top-left-radius: 1px;
	border-top-right-radius: 1px;
	}
	.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
	.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
	.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
	.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
	.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
	.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
	.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
	.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
	border-top-left-radius: 1px;
	}
	.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
	.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
	.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
	.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
	.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
	.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
	.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
	.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
	border-top-right-radius: 1px;
	}
	.panel > .table:last-child,
	.panel > .table-responsive:last-child > .table:last-child {
	border-bottom-right-radius: 1px;
	border-bottom-left-radius: 1px;
	}
	.panel > .table:last-child > tbody:last-child > tr:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
	.panel > .table:last-child > tfoot:last-child > tr:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
	border-bottom-left-radius: 1px;
	border-bottom-right-radius: 1px;
	}
	.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
	.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
	.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
	.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
	.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
	.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
	.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
	.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
	border-bottom-left-radius: 1px;
	}
	.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
	.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
	.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
	.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
	border-bottom-right-radius: 1px;
	}
	.panel > .panel-body + .table,
	.panel > .panel-body + .table-responsive,
	.panel > .table + .panel-body,
	.panel > .table-responsive + .panel-body {
	border-top: 1px solid #ddd;
	}
	.panel > .table > tbody:first-child > tr:first-child th,
	.panel > .table > tbody:first-child > tr:first-child td {
	border-top: 0;
	}
	.panel > .table-bordered,
	.panel > .table-responsive > .table-bordered {
	border: 0;
	}
	.panel > .table-bordered > thead > tr > th:first-child,
	.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
	.panel > .table-bordered > tbody > tr > th:first-child,
	.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
	.panel > .table-bordered > tfoot > tr > th:first-child,
	.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
	.panel > .table-bordered > thead > tr > td:first-child,
	.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
	.panel > .table-bordered > tbody > tr > td:first-child,
	.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
	.panel > .table-bordered > tfoot > tr > td:first-child,
	.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
	border-left: 0;
	}
	.panel > .table-bordered > thead > tr > th:last-child,
	.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
	.panel > .table-bordered > tbody > tr > th:last-child,
	.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
	.panel > .table-bordered > tfoot > tr > th:last-child,
	.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
	.panel > .table-bordered > thead > tr > td:last-child,
	.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
	.panel > .table-bordered > tbody > tr > td:last-child,
	.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
	.panel > .table-bordered > tfoot > tr > td:last-child,
	.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
	border-right: 0;
	}
	.panel > .table-bordered > thead > tr:first-child > td,
	.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
	.panel > .table-bordered > tbody > tr:first-child > td,
	.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
	.panel > .table-bordered > thead > tr:first-child > th,
	.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
	.panel > .table-bordered > tbody > tr:first-child > th,
	.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
	border-bottom: 0;
	}
	.panel > .table-bordered > tbody > tr:last-child > td,
	.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
	.panel > .table-bordered > tfoot > tr:last-child > td,
	.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
	.panel > .table-bordered > tbody > tr:last-child > th,
	.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
	.panel > .table-bordered > tfoot > tr:last-child > th,
	.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
	border-bottom: 0;
	}
	.panel > .table-responsive {
	border: 0;
	margin-bottom: 0;
	}
	.panel-group {
	margin-bottom: 18px;
	}
	.panel-group .panel {
	margin-bottom: 0;
	border-radius: 2px;
	}
	.panel-group .panel + .panel {
	margin-top: 5px;
	}
	.panel-group .panel-heading {
	border-bottom: 0;
	}
	.panel-group .panel-heading + .panel-collapse > .panel-body,
	.panel-group .panel-heading + .panel-collapse > .list-group {
	border-top: 1px solid #ddd;
	}
	.panel-group .panel-footer {
	border-top: 0;
	}
	.panel-group .panel-footer + .panel-collapse .panel-body {
	border-bottom: 1px solid #ddd;
	}
	.panel-default {
	border-color: #ddd;
	}
	.panel-default > .panel-heading {
	color: #333333;
	background-color: #f5f5f5;
	border-color: #ddd;
	}
	.panel-default > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #ddd;
	}
	.panel-default > .panel-heading .badge {
	color: #f5f5f5;
	background-color: #333333;
	}
	.panel-default > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #ddd;
	}
	.panel-primary {
	border-color: #337ab7;
	}
	.panel-primary > .panel-heading {
	color: #fff;
	background-color: #337ab7;
	border-color: #337ab7;
	}
	.panel-primary > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #337ab7;
	}
	.panel-primary > .panel-heading .badge {
	color: #337ab7;
	background-color: #fff;
	}
	.panel-primary > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #337ab7;
	}
	.panel-success {
	border-color: #d6e9c6;
	}
	.panel-success > .panel-heading {
	color: #3c763d;
	background-color: #dff0d8;
	border-color: #d6e9c6;
	}
	.panel-success > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #d6e9c6;
	}
	.panel-success > .panel-heading .badge {
	color: #dff0d8;
	background-color: #3c763d;
	}
	.panel-success > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #d6e9c6;
	}
	.panel-info {
	border-color: #bce8f1;
	}
	.panel-info > .panel-heading {
	color: #31708f;
	background-color: #d9edf7;
	border-color: #bce8f1;
	}
	.panel-info > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #bce8f1;
	}
	.panel-info > .panel-heading .badge {
	color: #d9edf7;
	background-color: #31708f;
	}
	.panel-info > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #bce8f1;
	}
	.panel-warning {
	border-color: #faebcc;
	}
	.panel-warning > .panel-heading {
	color: #8a6d3b;
	background-color: #fcf8e3;
	border-color: #faebcc;
	}
	.panel-warning > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #faebcc;
	}
	.panel-warning > .panel-heading .badge {
	color: #fcf8e3;
	background-color: #8a6d3b;
	}
	.panel-warning > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #faebcc;
	}
	.panel-danger {
	border-color: #ebccd1;
	}
	.panel-danger > .panel-heading {
	color: #a94442;
	background-color: #f2dede;
	border-color: #ebccd1;
	}
	.panel-danger > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #ebccd1;
	}
	.panel-danger > .panel-heading .badge {
	color: #f2dede;
	background-color: #a94442;
	}
	.panel-danger > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #ebccd1;
	}
	.embed-responsive {
	position: relative;
	display: block;
	height: 0;
	padding: 0;
	overflow: hidden;
	}
	.embed-responsive .embed-responsive-item,
	.embed-responsive iframe,
	.embed-responsive embed,
	.embed-responsive object,
	.embed-responsive video {
	position: absolute;
	top: 0;
	left: 0;
	bottom: 0;
	height: 100%;
	width: 100%;
	border: 0;
	}
	.embed-responsive-16by9 {
	padding-bottom: 56.25%;
	}
	.embed-responsive-4by3 {
	padding-bottom: 75%;
	}
	.well {
	min-height: 20px;
	padding: 19px;
	margin-bottom: 20px;
	background-color: #f5f5f5;
	border: 1px solid #e3e3e3;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
	}
	.well blockquote {
	border-color: #ddd;
	border-color: rgba(0, 0, 0, 0.15);
	}
	.well-lg {
	padding: 24px;
	border-radius: 3px;
	}
	.well-sm {
	padding: 9px;
	border-radius: 1px;
	}
	.close {
	float: right;
	font-size: 19.5px;
	font-weight: bold;
	line-height: 1;
	color: #000;
	text-shadow: 0 1px 0 #fff;
	opacity: 0.2;
	filter: alpha(opacity=20);
	}
	.close:hover,
	.close:focus {
	color: #000;
	text-decoration: none;
	cursor: pointer;
	opacity: 0.5;
	filter: alpha(opacity=50);
	}
	button.close {
	padding: 0;
	cursor: pointer;
	background: transparent;
	border: 0;
	-webkit-appearance: none;
	}
	.modal-open {
	overflow: hidden;
	}
	.modal {
	display: none;
	overflow: hidden;
	position: fixed;
	top: 0;
	right: 0;
	bottom: 0;
	left: 0;
	z-index: 1050;
	-webkit-overflow-scrolling: touch;
	outline: 0;
	}
	.modal.fade .modal-dialog {
	-webkit-transform: translate(0, -25%);
	-ms-transform: translate(0, -25%);
	-o-transform: translate(0, -25%);
	transform: translate(0, -25%);
	-webkit-transition: -webkit-transform 0.3s ease-out;
	-moz-transition: -moz-transform 0.3s ease-out;
	-o-transition: -o-transform 0.3s ease-out;
	transition: transform 0.3s ease-out;
	}
	.modal.in .modal-dialog {
	-webkit-transform: translate(0, 0);
	-ms-transform: translate(0, 0);
	-o-transform: translate(0, 0);
	transform: translate(0, 0);
	}
	.modal-open .modal {
	overflow-x: hidden;
	overflow-y: auto;
	}
	.modal-dialog {
	position: relative;
	width: auto;
	margin: 10px;
	}
	.modal-content {
	position: relative;
	background-color: #fff;
	border: 1px solid #999;
	border: 1px solid rgba(0, 0, 0, 0.2);
	border-radius: 3px;
	-webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
	box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
	background-clip: padding-box;
	outline: 0;
	}
	.modal-backdrop {
	position: fixed;
	top: 0;
	right: 0;
	bottom: 0;
	left: 0;
	z-index: 1040;
	background-color: #000;
	}
	.modal-backdrop.fade {
	opacity: 0;
	filter: alpha(opacity=0);
	}
	.modal-backdrop.in {
	opacity: 0.5;
	filter: alpha(opacity=50);
	}
	.modal-header {
	padding: 15px;
	border-bottom: 1px solid #e5e5e5;
	}
	.modal-header .close {
	margin-top: -2px;
	}
	.modal-title {
	margin: 0;
	line-height: 1.42857143;
	}
	.modal-body {
	position: relative;
	padding: 15px;
	}
	.modal-footer {
	padding: 15px;
	text-align: right;
	border-top: 1px solid #e5e5e5;
	}
	.modal-footer .btn + .btn {
	margin-left: 5px;
	margin-bottom: 0;
	}
	.modal-footer .btn-group .btn + .btn {
	margin-left: -1px;
	}
	.modal-footer .btn-block + .btn-block {
	margin-left: 0;
	}
	.modal-scrollbar-measure {
	position: absolute;
	top: -9999px;
	width: 50px;
	height: 50px;
	overflow: scroll;
	}
	@media (min-width: 768px) {
	.modal-dialog {
	width: 600px;
	margin: 30px auto;
	}
	.modal-content {
	-webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
	box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
	}
	.modal-sm {
	width: 300px;
	}
	}
	@media (min-width: 992px) {
	.modal-lg {
	width: 900px;
	}
	}
	.tooltip {
	position: absolute;
	z-index: 1070;
	display: block;
	font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
	font-style: normal;
	font-weight: normal;
	letter-spacing: normal;
	line-break: auto;
	line-height: 1.42857143;
	text-align: left;
	text-align: start;
	text-decoration: none;
	text-shadow: none;
	text-transform: none;
	white-space: normal;
	word-break: normal;
	word-spacing: normal;
	word-wrap: normal;
	font-size: 12px;
	opacity: 0;
	filter: alpha(opacity=0);
	}
	.tooltip.in {
	opacity: 0.9;
	filter: alpha(opacity=90);
	}
	.tooltip.top {
	margin-top: -3px;
	padding: 5px 0;
	}
	.tooltip.right {
	margin-left: 3px;
	padding: 0 5px;
	}
	.tooltip.bottom {
	margin-top: 3px;
	padding: 5px 0;
	}
	.tooltip.left {
	margin-left: -3px;
	padding: 0 5px;
	}
	.tooltip-inner {
	max-width: 200px;
	padding: 3px 8px;
	color: #fff;
	text-align: center;
	background-color: #000;
	border-radius: 2px;
	}
	.tooltip-arrow {
	position: absolute;
	width: 0;
	height: 0;
	border-color: transparent;
	border-style: solid;
	}
	.tooltip.top .tooltip-arrow {
	bottom: 0;
	left: 50%;
	margin-left: -5px;
	border-width: 5px 5px 0;
	border-top-color: #000;
	}
	.tooltip.top-left .tooltip-arrow {
	bottom: 0;
	right: 5px;
	margin-bottom: -5px;
	border-width: 5px 5px 0;
	border-top-color: #000;
	}
	.tooltip.top-right .tooltip-arrow {
	bottom: 0;
	left: 5px;
	margin-bottom: -5px;
	border-width: 5px 5px 0;
	border-top-color: #000;
	}
	.tooltip.right .tooltip-arrow {
	top: 50%;
	left: 0;
	margin-top: -5px;
	border-width: 5px 5px 5px 0;
	border-right-color: #000;
	}
	.tooltip.left .tooltip-arrow {
	top: 50%;
	right: 0;
	margin-top: -5px;
	border-width: 5px 0 5px 5px;
	border-left-color: #000;
	}
	.tooltip.bottom .tooltip-arrow {
	top: 0;
	left: 50%;
	margin-left: -5px;
	border-width: 0 5px 5px;
	border-bottom-color: #000;
	}
	.tooltip.bottom-left .tooltip-arrow {
	top: 0;
	right: 5px;
	margin-top: -5px;
	border-width: 0 5px 5px;
	border-bottom-color: #000;
	}
	.tooltip.bottom-right .tooltip-arrow {
	top: 0;
	left: 5px;
	margin-top: -5px;
	border-width: 0 5px 5px;
	border-bottom-color: #000;
	}
	.popover {
	position: absolute;
	top: 0;
	left: 0;
	z-index: 1060;
	display: none;
	max-width: 276px;
	padding: 1px;
	font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
	font-style: normal;
	font-weight: normal;
	letter-spacing: normal;
	line-break: auto;
	line-height: 1.42857143;
	text-align: left;
	text-align: start;
	text-decoration: none;
	text-shadow: none;
	text-transform: none;
	white-space: normal;
	word-break: normal;
	word-spacing: normal;
	word-wrap: normal;
	font-size: 13px;
	background-color: #fff;
	background-clip: padding-box;
	border: 1px solid #ccc;
	border: 1px solid rgba(0, 0, 0, 0.2);
	border-radius: 3px;
	-webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
	box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
	}
	.popover.top {
	margin-top: -10px;
	}
	.popover.right {
	margin-left: 10px;
	}
	.popover.bottom {
	margin-top: 10px;
	}
	.popover.left {
	margin-left: -10px;
	}
	.popover-title {
	margin: 0;
	padding: 8px 14px;
	font-size: 13px;
	background-color: #f7f7f7;
	border-bottom: 1px solid #ebebeb;
	border-radius: 2px 2px 0 0;
	}
	.popover-content {
	padding: 9px 14px;
	}
	.popover > .arrow,
	.popover > .arrow:after {
	position: absolute;
	display: block;
	width: 0;
	height: 0;
	border-color: transparent;
	border-style: solid;
	}
	.popover > .arrow {
	border-width: 11px;
	}
	.popover > .arrow:after {
	border-width: 10px;
	content: "";
	}
	.popover.top > .arrow {
	left: 50%;
	margin-left: -11px;
	border-bottom-width: 0;
	border-top-color: #999999;
	border-top-color: rgba(0, 0, 0, 0.25);
	bottom: -11px;
	}
	.popover.top > .arrow:after {
	content: " ";
	bottom: 1px;
	margin-left: -10px;
	border-bottom-width: 0;
	border-top-color: #fff;
	}
	.popover.right > .arrow {
	top: 50%;
	left: -11px;
	margin-top: -11px;
	border-left-width: 0;
	border-right-color: #999999;
	border-right-color: rgba(0, 0, 0, 0.25);
	}
	.popover.right > .arrow:after {
	content: " ";
	left: 1px;
	bottom: -10px;
	border-left-width: 0;
	border-right-color: #fff;
	}
	.popover.bottom > .arrow {
	left: 50%;
	margin-left: -11px;
	border-top-width: 0;
	border-bottom-color: #999999;
	border-bottom-color: rgba(0, 0, 0, 0.25);
	top: -11px;
	}
	.popover.bottom > .arrow:after {
	content: " ";
	top: 1px;
	margin-left: -10px;
	border-top-width: 0;
	border-bottom-color: #fff;
	}
	.popover.left > .arrow {
	top: 50%;
	right: -11px;
	margin-top: -11px;
	border-right-width: 0;
	border-left-color: #999999;
	border-left-color: rgba(0, 0, 0, 0.25);
	}
	.popover.left > .arrow:after {
	content: " ";
	right: 1px;
	border-right-width: 0;
	border-left-color: #fff;
	bottom: -10px;
	}
	.carousel {
	position: relative;
	}
	.carousel-inner {
	position: relative;
	overflow: hidden;
	width: 100%;
	}
	.carousel-inner > .item {
	display: none;
	position: relative;
	-webkit-transition: 0.6s ease-in-out left;
	-o-transition: 0.6s ease-in-out left;
	transition: 0.6s ease-in-out left;
	}
	.carousel-inner > .item > img,
	.carousel-inner > .item > a > img {
	line-height: 1;
	}
	@media all and (transform-3d), (-webkit-transform-3d) {
	.carousel-inner > .item {
	-webkit-transition: -webkit-transform 0.6s ease-in-out;
	-moz-transition: -moz-transform 0.6s ease-in-out;
	-o-transition: -o-transform 0.6s ease-in-out;
	transition: transform 0.6s ease-in-out;
	-webkit-backface-visibility: hidden;
	-moz-backface-visibility: hidden;
	backface-visibility: hidden;
	-webkit-perspective: 1000px;
	-moz-perspective: 1000px;
	perspective: 1000px;
	}
	.carousel-inner > .item.next,
	.carousel-inner > .item.active.right {
	-webkit-transform: translate3d(100%, 0, 0);
	transform: translate3d(100%, 0, 0);
	left: 0;
	}
	.carousel-inner > .item.prev,
	.carousel-inner > .item.active.left {
	-webkit-transform: translate3d(-100%, 0, 0);
	transform: translate3d(-100%, 0, 0);
	left: 0;
	}
	.carousel-inner > .item.next.left,
	.carousel-inner > .item.prev.right,
	.carousel-inner > .item.active {
	-webkit-transform: translate3d(0, 0, 0);
	transform: translate3d(0, 0, 0);
	left: 0;
	}
	}
	.carousel-inner > .active,
	.carousel-inner > .next,
	.carousel-inner > .prev {
	display: block;
	}
	.carousel-inner > .active {
	left: 0;
	}
	.carousel-inner > .next,
	.carousel-inner > .prev {
	position: absolute;
	top: 0;
	width: 100%;
	}
	.carousel-inner > .next {
	left: 100%;
	}
	.carousel-inner > .prev {
	left: -100%;
	}
	.carousel-inner > .next.left,
	.carousel-inner > .prev.right {
	left: 0;
	}
	.carousel-inner > .active.left {
	left: -100%;
	}
	.carousel-inner > .active.right {
	left: 100%;
	}
	.carousel-control {
	position: absolute;
	top: 0;
	left: 0;
	bottom: 0;
	width: 15%;
	opacity: 0.5;
	filter: alpha(opacity=50);
	font-size: 20px;
	color: #fff;
	text-align: center;
	text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
	background-color: rgba(0, 0, 0, 0);
	}
	.carousel-control.left {
	background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
	background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
	background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
	background-repeat: repeat-x;
	filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
	}
	.carousel-control.right {
	left: auto;
	right: 0;
	background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
	background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
	background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
	background-repeat: repeat-x;
	filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
	}
	.carousel-control:hover,
	.carousel-control:focus {
	outline: 0;
	color: #fff;
	text-decoration: none;
	opacity: 0.9;
	filter: alpha(opacity=90);
	}
	.carousel-control .icon-prev,
	.carousel-control .icon-next,
	.carousel-control .glyphicon-chevron-left,
	.carousel-control .glyphicon-chevron-right {
	position: absolute;
	top: 50%;
	margin-top: -10px;
	z-index: 5;
	display: inline-block;
	}
	.carousel-control .icon-prev,
	.carousel-control .glyphicon-chevron-left {
	left: 50%;
	margin-left: -10px;
	}
	.carousel-control .icon-next,
	.carousel-control .glyphicon-chevron-right {
	right: 50%;
	margin-right: -10px;
	}
	.carousel-control .icon-prev,
	.carousel-control .icon-next {
	width: 20px;
	height: 20px;
	line-height: 1;
	font-family: serif;
	}
	.carousel-control .icon-prev:before {
	content: '\2039';
	}
	.carousel-control .icon-next:before {
	content: '\203a';
	}
	.carousel-indicators {
	position: absolute;
	bottom: 10px;
	left: 50%;
	z-index: 15;
	width: 60%;
	margin-left: -30%;
	padding-left: 0;
	list-style: none;
	text-align: center;
	}
	.carousel-indicators li {
	display: inline-block;
	width: 10px;
	height: 10px;
	margin: 1px;
	text-indent: -999px;
	border: 1px solid #fff;
	border-radius: 10px;
	cursor: pointer;
	background-color: #000 \9;
	background-color: rgba(0, 0, 0, 0);
	}
	.carousel-indicators .active {
	margin: 0;
	width: 12px;
	height: 12px;
	background-color: #fff;
	}
	.carousel-caption {
	position: absolute;
	left: 15%;
	right: 15%;
	bottom: 20px;
	z-index: 10;
	padding-top: 20px;
	padding-bottom: 20px;
	color: #fff;
	text-align: center;
	text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
	}
	.carousel-caption .btn {
	text-shadow: none;
	}
	@media screen and (min-width: 768px) {
	.carousel-control .glyphicon-chevron-left,
	.carousel-control .glyphicon-chevron-right,
	.carousel-control .icon-prev,
	.carousel-control .icon-next {
	width: 30px;
	height: 30px;
	margin-top: -10px;
	font-size: 30px;
	}
	.carousel-control .glyphicon-chevron-left,
	.carousel-control .icon-prev {
	margin-left: -10px;
	}
	.carousel-control .glyphicon-chevron-right,
	.carousel-control .icon-next {
	margin-right: -10px;
	}
	.carousel-caption {
	left: 20%;
	right: 20%;
	padding-bottom: 30px;
	}
	.carousel-indicators {
	bottom: 20px;
	}
	}
	.clearfix:before,
	.clearfix:after,
	.dl-horizontal dd:before,
	.dl-horizontal dd:after,
	.container:before,
	.container:after,
	.container-fluid:before,
	.container-fluid:after,
	.row:before,
	.row:after,
	.form-horizontal .form-group:before,
	.form-horizontal .form-group:after,
	.btn-toolbar:before,
	.btn-toolbar:after,
	.btn-group-vertical > .btn-group:before,
	.btn-group-vertical > .btn-group:after,
	.nav:before,
	.nav:after,
	.navbar:before,
	.navbar:after,
	.navbar-header:before,
	.navbar-header:after,
	.navbar-collapse:before,
	.navbar-collapse:after,
	.pager:before,
	.pager:after,
	.panel-body:before,
	.panel-body:after,
	.modal-header:before,
	.modal-header:after,
	.modal-footer:before,
	.modal-footer:after,
	.item_buttons:before,
	.item_buttons:after {
	content: " ";
	display: table;
	}
	.clearfix:after,
	.dl-horizontal dd:after,
	.container:after,
	.container-fluid:after,
	.row:after,
	.form-horizontal .form-group:after,
	.btn-toolbar:after,
	.btn-group-vertical > .btn-group:after,
	.nav:after,
	.navbar:after,
	.navbar-header:after,
	.navbar-collapse:after,
	.pager:after,
	.panel-body:after,
	.modal-header:after,
	.modal-footer:after,
	.item_buttons:after {
	clear: both;
	}
	.center-block {
	display: block;
	margin-left: auto;
	margin-right: auto;
	}
	.pull-right {
	float: right !important;
	}
	.pull-left {
	float: left !important;
	}
	.hide {
	display: none !important;
	}
	.show {
	display: block !important;
	}
	.invisible {
	visibility: hidden;
	}
	.text-hide {
	font: 0/0 a;
	color: transparent;
	text-shadow: none;
	background-color: transparent;
	border: 0;
	}
	.hidden {
	display: none !important;
	}
	.affix {
	position: fixed;
	}
	@-ms-viewport {
	width: device-width;
	}
	.visible-xs,
	.visible-sm,
	.visible-md,
	.visible-lg {
	display: none !important;
	}
	.visible-xs-block,
	.visible-xs-inline,
	.visible-xs-inline-block,
	.visible-sm-block,
	.visible-sm-inline,
	.visible-sm-inline-block,
	.visible-md-block,
	.visible-md-inline,
	.visible-md-inline-block,
	.visible-lg-block,
	.visible-lg-inline,
	.visible-lg-inline-block {
	display: none !important;
	}
	@media (max-width: 767px) {
	.visible-xs {
	display: block !important;
	}
	table.visible-xs {
	display: table !important;
	}
	tr.visible-xs {
	display: table-row !important;
	}
	th.visible-xs,
	td.visible-xs {
	display: table-cell !important;
	}
	}
	@media (max-width: 767px) {
	.visible-xs-block {
	display: block !important;
	}
	}
	@media (max-width: 767px) {
	.visible-xs-inline {
	display: inline !important;
	}
	}
	@media (max-width: 767px) {
	.visible-xs-inline-block {
	display: inline-block !important;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	.visible-sm {
	display: block !important;
	}
	table.visible-sm {
	display: table !important;
	}
	tr.visible-sm {
	display: table-row !important;
	}
	th.visible-sm,
	td.visible-sm {
	display: table-cell !important;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	.visible-sm-block {
	display: block !important;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	.visible-sm-inline {
	display: inline !important;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	.visible-sm-inline-block {
	display: inline-block !important;
	}
	}
	@media (min-width: 992px) and (max-width: 1199px) {
	.visible-md {
	display: block !important;
	}
	table.visible-md {
	display: table !important;
	}
	tr.visible-md {
	display: table-row !important;
	}
	th.visible-md,
	td.visible-md {
	display: table-cell !important;
	}
	}
	@media (min-width: 992px) and (max-width: 1199px) {
	.visible-md-block {
	display: block !important;
	}
	}
	@media (min-width: 992px) and (max-width: 1199px) {
	.visible-md-inline {
	display: inline !important;
	}
	}
	@media (min-width: 992px) and (max-width: 1199px) {
	.visible-md-inline-block {
	display: inline-block !important;
	}
	}
	@media (min-width: 1200px) {
	.visible-lg {
	display: block !important;
	}
	table.visible-lg {
	display: table !important;
	}
	tr.visible-lg {
	display: table-row !important;
	}
	th.visible-lg,
	td.visible-lg {
	display: table-cell !important;
	}
	}
	@media (min-width: 1200px) {
	.visible-lg-block {
	display: block !important;
	}
	}
	@media (min-width: 1200px) {
	.visible-lg-inline {
	display: inline !important;
	}
	}
	@media (min-width: 1200px) {
	.visible-lg-inline-block {
	display: inline-block !important;
	}
	}
	@media (max-width: 767px) {
	.hidden-xs {
	display: none !important;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	.hidden-sm {
	display: none !important;
	}
	}
	@media (min-width: 992px) and (max-width: 1199px) {
	.hidden-md {
	display: none !important;
	}
	}
	@media (min-width: 1200px) {
	.hidden-lg {
	display: none !important;
	}
	}
	.visible-print {
	display: none !important;
	}
	@media print {
	.visible-print {
	display: block !important;
	}
	table.visible-print {
	display: table !important;
	}
	tr.visible-print {
	display: table-row !important;
	}
	th.visible-print,
	td.visible-print {
	display: table-cell !important;
	}
	}
	.visible-print-block {
	display: none !important;
	}
	@media print {
	.visible-print-block {
	display: block !important;
	}
	}
	.visible-print-inline {
	display: none !important;
	}
	@media print {
	.visible-print-inline {
	display: inline !important;
	}
	}
	.visible-print-inline-block {
	display: none !important;
	}
	@media print {
	.visible-print-inline-block {
	display: inline-block !important;
	}
	}
	@media print {
	.hidden-print {
	display: none !important;
	}
	}
	/*!
	*
	* Font Awesome
	*
	*/
	/*!
	* Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
	* License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
	*/
	/* FONT PATH
	* -------------------------- */
	@font-face {
	font-family: 'FontAwesome';
	src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
	src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
	font-weight: normal;
	font-style: normal;
	}
	.fa {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	}
	/* makes the font 33% larger relative to the icon container */
	.fa-lg {
	font-size: 1.33333333em;
	line-height: 0.75em;
	vertical-align: -15%;
	}
	.fa-2x {
	font-size: 2em;
	}
	.fa-3x {
	font-size: 3em;
	}
	.fa-4x {
	font-size: 4em;
	}
	.fa-5x {
	font-size: 5em;
	}
	.fa-fw {
	width: 1.28571429em;
	text-align: center;
	}
	.fa-ul {
	padding-left: 0;
	margin-left: 2.14285714em;
	list-style-type: none;
	}
	.fa-ul > li {
	position: relative;
	}
	.fa-li {
	position: absolute;
	left: -2.14285714em;
	width: 2.14285714em;
	top: 0.14285714em;
	text-align: center;
	}
	.fa-li.fa-lg {
	left: -1.85714286em;
	}
	.fa-border {
	padding: .2em .25em .15em;
	border: solid 0.08em #eee;
	border-radius: .1em;
	}
	.fa-pull-left {
	float: left;
	}
	.fa-pull-right {
	float: right;
	}
	.fa.fa-pull-left {
	margin-right: .3em;
	}
	.fa.fa-pull-right {
	margin-left: .3em;
	}
	/* Deprecated as of 4.4.0 */
	.pull-right {
	float: right;
	}
	.pull-left {
	float: left;
	}
	.fa.pull-left {
	margin-right: .3em;
	}
	.fa.pull-right {
	margin-left: .3em;
	}
	.fa-spin {
	-webkit-animation: fa-spin 2s infinite linear;
	animation: fa-spin 2s infinite linear;
	}
	.fa-pulse {
	-webkit-animation: fa-spin 1s infinite steps(8);
	animation: fa-spin 1s infinite steps(8);
	}
	@-webkit-keyframes fa-spin {
	0% {
	-webkit-transform: rotate(0deg);
	transform: rotate(0deg);
	}
	100% {
	-webkit-transform: rotate(359deg);
	transform: rotate(359deg);
	}
	}
	@keyframes fa-spin {
	0% {
	-webkit-transform: rotate(0deg);
	transform: rotate(0deg);
	}
	100% {
	-webkit-transform: rotate(359deg);
	transform: rotate(359deg);
	}
	}
	.fa-rotate-90 {
	-ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
	-webkit-transform: rotate(90deg);
	-ms-transform: rotate(90deg);
	transform: rotate(90deg);
	}
	.fa-rotate-180 {
	-ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
	-webkit-transform: rotate(180deg);
	-ms-transform: rotate(180deg);
	transform: rotate(180deg);
	}
	.fa-rotate-270 {
	-ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
	-webkit-transform: rotate(270deg);
	-ms-transform: rotate(270deg);
	transform: rotate(270deg);
	}
	.fa-flip-horizontal {
	-ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
	-webkit-transform: scale(-1, 1);
	-ms-transform: scale(-1, 1);
	transform: scale(-1, 1);
	}
	.fa-flip-vertical {
	-ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
	-webkit-transform: scale(1, -1);
	-ms-transform: scale(1, -1);
	transform: scale(1, -1);
	}
	:root .fa-rotate-90,
	:root .fa-rotate-180,
	:root .fa-rotate-270,
	:root .fa-flip-horizontal,
	:root .fa-flip-vertical {
	filter: none;
	}
	.fa-stack {
	position: relative;
	display: inline-block;
	width: 2em;
	height: 2em;
	line-height: 2em;
	vertical-align: middle;
	}
	.fa-stack-1x,
	.fa-stack-2x {
	position: absolute;
	left: 0;
	width: 100%;
	text-align: center;
	}
	.fa-stack-1x {
	line-height: inherit;
	}
	.fa-stack-2x {
	font-size: 2em;
	}
	.fa-inverse {
	color: #fff;
	}
	/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
	readers do not read off random characters that represent icons */
	.fa-glass:before {
	content: "\f000";
	}
	.fa-music:before {
	content: "\f001";
	}
	.fa-search:before {
	content: "\f002";
	}
	.fa-envelope-o:before {
	content: "\f003";
	}
	.fa-heart:before {
	content: "\f004";
	}
	.fa-star:before {
	content: "\f005";
	}
	.fa-star-o:before {
	content: "\f006";
	}
	.fa-user:before {
	content: "\f007";
	}
	.fa-film:before {
	content: "\f008";
	}
	.fa-th-large:before {
	content: "\f009";
	}
	.fa-th:before {
	content: "\f00a";
	}
	.fa-th-list:before {
	content: "\f00b";
	}
	.fa-check:before {
	content: "\f00c";
	}
	.fa-remove:before,
	.fa-close:before,
	.fa-times:before {
	content: "\f00d";
	}
	.fa-search-plus:before {
	content: "\f00e";
	}
	.fa-search-minus:before {
	content: "\f010";
	}
	.fa-power-off:before {
	content: "\f011";
	}
	.fa-signal:before {
	content: "\f012";
	}
	.fa-gear:before,
	.fa-cog:before {
	content: "\f013";
	}
	.fa-trash-o:before {
	content: "\f014";
	}
	.fa-home:before {
	content: "\f015";
	}
	.fa-file-o:before {
	content: "\f016";
	}
	.fa-clock-o:before {
	content: "\f017";
	}
	.fa-road:before {
	content: "\f018";
	}
	.fa-download:before {
	content: "\f019";
	}
	.fa-arrow-circle-o-down:before {
	content: "\f01a";
	}
	.fa-arrow-circle-o-up:before {
	content: "\f01b";
	}
	.fa-inbox:before {
	content: "\f01c";
	}
	.fa-play-circle-o:before {
	content: "\f01d";
	}
	.fa-rotate-right:before,
	.fa-repeat:before {
	content: "\f01e";
	}
	.fa-refresh:before {
	content: "\f021";
	}
	.fa-list-alt:before {
	content: "\f022";
	}
	.fa-lock:before {
	content: "\f023";
	}
	.fa-flag:before {
	content: "\f024";
	}
	.fa-headphones:before {
	content: "\f025";
	}
	.fa-volume-off:before {
	content: "\f026";
	}
	.fa-volume-down:before {
	content: "\f027";
	}
	.fa-volume-up:before {
	content: "\f028";
	}
	.fa-qrcode:before {
	content: "\f029";
	}
	.fa-barcode:before {
	content: "\f02a";
	}
	.fa-tag:before {
	content: "\f02b";
	}
	.fa-tags:before {
	content: "\f02c";
	}
	.fa-book:before {
	content: "\f02d";
	}
	.fa-bookmark:before {
	content: "\f02e";
	}
	.fa-print:before {
	content: "\f02f";
	}
	.fa-camera:before {
	content: "\f030";
	}
	.fa-font:before {
	content: "\f031";
	}
	.fa-bold:before {
	content: "\f032";
	}
	.fa-italic:before {
	content: "\f033";
	}
	.fa-text-height:before {
	content: "\f034";
	}
	.fa-text-width:before {
	content: "\f035";
	}
	.fa-align-left:before {
	content: "\f036";
	}
	.fa-align-center:before {
	content: "\f037";
	}
	.fa-align-right:before {
	content: "\f038";
	}
	.fa-align-justify:before {
	content: "\f039";
	}
	.fa-list:before {
	content: "\f03a";
	}
	.fa-dedent:before,
	.fa-outdent:before {
	content: "\f03b";
	}
	.fa-indent:before {
	content: "\f03c";
	}
	.fa-video-camera:before {
	content: "\f03d";
	}
	.fa-photo:before,
	.fa-image:before,
	.fa-picture-o:before {
	content: "\f03e";
	}
	.fa-pencil:before {
	content: "\f040";
	}
	.fa-map-marker:before {
	content: "\f041";
	}
	.fa-adjust:before {
	content: "\f042";
	}
	.fa-tint:before {
	content: "\f043";
	}
	.fa-edit:before,
	.fa-pencil-square-o:before {
	content: "\f044";
	}
	.fa-share-square-o:before {
	content: "\f045";
	}
	.fa-check-square-o:before {
	content: "\f046";
	}
	.fa-arrows:before {
	content: "\f047";
	}
	.fa-step-backward:before {
	content: "\f048";
	}
	.fa-fast-backward:before {
	content: "\f049";
	}
	.fa-backward:before {
	content: "\f04a";
	}
	.fa-play:before {
	content: "\f04b";
	}
	.fa-pause:before {
	content: "\f04c";
	}
	.fa-stop:before {
	content: "\f04d";
	}
	.fa-forward:before {
	content: "\f04e";
	}
	.fa-fast-forward:before {
	content: "\f050";
	}
	.fa-step-forward:before {
	content: "\f051";
	}
	.fa-eject:before {
	content: "\f052";
	}
	.fa-chevron-left:before {
	content: "\f053";
	}
	.fa-chevron-right:before {
	content: "\f054";
	}
	.fa-plus-circle:before {
	content: "\f055";
	}
	.fa-minus-circle:before {
	content: "\f056";
	}
	.fa-times-circle:before {
	content: "\f057";
	}
	.fa-check-circle:before {
	content: "\f058";
	}
	.fa-question-circle:before {
	content: "\f059";
	}
	.fa-info-circle:before {
	content: "\f05a";
	}
	.fa-crosshairs:before {
	content: "\f05b";
	}
	.fa-times-circle-o:before {
	content: "\f05c";
	}
	.fa-check-circle-o:before {
	content: "\f05d";
	}
	.fa-ban:before {
	content: "\f05e";
	}
	.fa-arrow-left:before {
	content: "\f060";
	}
	.fa-arrow-right:before {
	content: "\f061";
	}
	.fa-arrow-up:before {
	content: "\f062";
	}
	.fa-arrow-down:before {
	content: "\f063";
	}
	.fa-mail-forward:before,
	.fa-share:before {
	content: "\f064";
	}
	.fa-expand:before {
	content: "\f065";
	}
	.fa-compress:before {
	content: "\f066";
	}
	.fa-plus:before {
	content: "\f067";
	}
	.fa-minus:before {
	content: "\f068";
	}
	.fa-asterisk:before {
	content: "\f069";
	}
	.fa-exclamation-circle:before {
	content: "\f06a";
	}
	.fa-gift:before {
	content: "\f06b";
	}
	.fa-leaf:before {
	content: "\f06c";
	}
	.fa-fire:before {
	content: "\f06d";
	}
	.fa-eye:before {
	content: "\f06e";
	}
	.fa-eye-slash:before {
	content: "\f070";
	}
	.fa-warning:before,
	.fa-exclamation-triangle:before {
	content: "\f071";
	}
	.fa-plane:before {
	content: "\f072";
	}
	.fa-calendar:before {
	content: "\f073";
	}
	.fa-random:before {
	content: "\f074";
	}
	.fa-comment:before {
	content: "\f075";
	}
	.fa-magnet:before {
	content: "\f076";
	}
	.fa-chevron-up:before {
	content: "\f077";
	}
	.fa-chevron-down:before {
	content: "\f078";
	}
	.fa-retweet:before {
	content: "\f079";
	}
	.fa-shopping-cart:before {
	content: "\f07a";
	}
	.fa-folder:before {
	content: "\f07b";
	}
	.fa-folder-open:before {
	content: "\f07c";
	}
	.fa-arrows-v:before {
	content: "\f07d";
	}
	.fa-arrows-h:before {
	content: "\f07e";
	}
	.fa-bar-chart-o:before,
	.fa-bar-chart:before {
	content: "\f080";
	}
	.fa-twitter-square:before {
	content: "\f081";
	}
	.fa-facebook-square:before {
	content: "\f082";
	}
	.fa-camera-retro:before {
	content: "\f083";
	}
	.fa-key:before {
	content: "\f084";
	}
	.fa-gears:before,
	.fa-cogs:before {
	content: "\f085";
	}
	.fa-comments:before {
	content: "\f086";
	}
	.fa-thumbs-o-up:before {
	content: "\f087";
	}
	.fa-thumbs-o-down:before {
	content: "\f088";
	}
	.fa-star-half:before {
	content: "\f089";
	}
	.fa-heart-o:before {
	content: "\f08a";
	}
	.fa-sign-out:before {
	content: "\f08b";
	}
	.fa-linkedin-square:before {
	content: "\f08c";
	}
	.fa-thumb-tack:before {
	content: "\f08d";
	}
	.fa-external-link:before {
	content: "\f08e";
	}
	.fa-sign-in:before {
	content: "\f090";
	}
	.fa-trophy:before {
	content: "\f091";
	}
	.fa-github-square:before {
	content: "\f092";
	}
	.fa-upload:before {
	content: "\f093";
	}
	.fa-lemon-o:before {
	content: "\f094";
	}
	.fa-phone:before {
	content: "\f095";
	}
	.fa-square-o:before {
	content: "\f096";
	}
	.fa-bookmark-o:before {
	content: "\f097";
	}
	.fa-phone-square:before {
	content: "\f098";
	}
	.fa-twitter:before {
	content: "\f099";
	}
	.fa-facebook-f:before,
	.fa-facebook:before {
	content: "\f09a";
	}
	.fa-github:before {
	content: "\f09b";
	}
	.fa-unlock:before {
	content: "\f09c";
	}
	.fa-credit-card:before {
	content: "\f09d";
	}
	.fa-feed:before,
	.fa-rss:before {
	content: "\f09e";
	}
	.fa-hdd-o:before {
	content: "\f0a0";
	}
	.fa-bullhorn:before {
	content: "\f0a1";
	}
	.fa-bell:before {
	content: "\f0f3";
	}
	.fa-certificate:before {
	content: "\f0a3";
	}
	.fa-hand-o-right:before {
	content: "\f0a4";
	}
	.fa-hand-o-left:before {
	content: "\f0a5";
	}
	.fa-hand-o-up:before {
	content: "\f0a6";
	}
	.fa-hand-o-down:before {
	content: "\f0a7";
	}
	.fa-arrow-circle-left:before {
	content: "\f0a8";
	}
	.fa-arrow-circle-right:before {
	content: "\f0a9";
	}
	.fa-arrow-circle-up:before {
	content: "\f0aa";
	}
	.fa-arrow-circle-down:before {
	content: "\f0ab";
	}
	.fa-globe:before {
	content: "\f0ac";
	}
	.fa-wrench:before {
	content: "\f0ad";
	}
	.fa-tasks:before {
	content: "\f0ae";
	}
	.fa-filter:before {
	content: "\f0b0";
	}
	.fa-briefcase:before {
	content: "\f0b1";
	}
	.fa-arrows-alt:before {
	content: "\f0b2";
	}
	.fa-group:before,
	.fa-users:before {
	content: "\f0c0";
	}
	.fa-chain:before,
	.fa-link:before {
	content: "\f0c1";
	}
	.fa-cloud:before {
	content: "\f0c2";
	}
	.fa-flask:before {
	content: "\f0c3";
	}
	.fa-cut:before,
	.fa-scissors:before {
	content: "\f0c4";
	}
	.fa-copy:before,
	.fa-files-o:before {
	content: "\f0c5";
	}
	.fa-paperclip:before {
	content: "\f0c6";
	}
	.fa-save:before,
	.fa-floppy-o:before {
	content: "\f0c7";
	}
	.fa-square:before {
	content: "\f0c8";
	}
	.fa-navicon:before,
	.fa-reorder:before,
	.fa-bars:before {
	content: "\f0c9";
	}
	.fa-list-ul:before {
	content: "\f0ca";
	}
	.fa-list-ol:before {
	content: "\f0cb";
	}
	.fa-strikethrough:before {
	content: "\f0cc";
	}
	.fa-underline:before {
	content: "\f0cd";
	}
	.fa-table:before {
	content: "\f0ce";
	}
	.fa-magic:before {
	content: "\f0d0";
	}
	.fa-truck:before {
	content: "\f0d1";
	}
	.fa-pinterest:before {
	content: "\f0d2";
	}
	.fa-pinterest-square:before {
	content: "\f0d3";
	}
	.fa-google-plus-square:before {
	content: "\f0d4";
	}
	.fa-google-plus:before {
	content: "\f0d5";
	}
	.fa-money:before {
	content: "\f0d6";
	}
	.fa-caret-down:before {
	content: "\f0d7";
	}
	.fa-caret-up:before {
	content: "\f0d8";
	}
	.fa-caret-left:before {
	content: "\f0d9";
	}
	.fa-caret-right:before {
	content: "\f0da";
	}
	.fa-columns:before {
	content: "\f0db";
	}
	.fa-unsorted:before,
	.fa-sort:before {
	content: "\f0dc";
	}
	.fa-sort-down:before,
	.fa-sort-desc:before {
	content: "\f0dd";
	}
	.fa-sort-up:before,
	.fa-sort-asc:before {
	content: "\f0de";
	}
	.fa-envelope:before {
	content: "\f0e0";
	}
	.fa-linkedin:before {
	content: "\f0e1";
	}
	.fa-rotate-left:before,
	.fa-undo:before {
	content: "\f0e2";
	}
	.fa-legal:before,
	.fa-gavel:before {
	content: "\f0e3";
	}
	.fa-dashboard:before,
	.fa-tachometer:before {
	content: "\f0e4";
	}
	.fa-comment-o:before {
	content: "\f0e5";
	}
	.fa-comments-o:before {
	content: "\f0e6";
	}
	.fa-flash:before,
	.fa-bolt:before {
	content: "\f0e7";
	}
	.fa-sitemap:before {
	content: "\f0e8";
	}
	.fa-umbrella:before {
	content: "\f0e9";
	}
	.fa-paste:before,
	.fa-clipboard:before {
	content: "\f0ea";
	}
	.fa-lightbulb-o:before {
	content: "\f0eb";
	}
	.fa-exchange:before {
	content: "\f0ec";
	}
	.fa-cloud-download:before {
	content: "\f0ed";
	}
	.fa-cloud-upload:before {
	content: "\f0ee";
	}
	.fa-user-md:before {
	content: "\f0f0";
	}
	.fa-stethoscope:before {
	content: "\f0f1";
	}
	.fa-suitcase:before {
	content: "\f0f2";
	}
	.fa-bell-o:before {
	content: "\f0a2";
	}
	.fa-coffee:before {
	content: "\f0f4";
	}
	.fa-cutlery:before {
	content: "\f0f5";
	}
	.fa-file-text-o:before {
	content: "\f0f6";
	}
	.fa-building-o:before {
	content: "\f0f7";
	}
	.fa-hospital-o:before {
	content: "\f0f8";
	}
	.fa-ambulance:before {
	content: "\f0f9";
	}
	.fa-medkit:before {
	content: "\f0fa";
	}
	.fa-fighter-jet:before {
	content: "\f0fb";
	}
	.fa-beer:before {
	content: "\f0fc";
	}
	.fa-h-square:before {
	content: "\f0fd";
	}
	.fa-plus-square:before {
	content: "\f0fe";
	}
	.fa-angle-double-left:before {
	content: "\f100";
	}
	.fa-angle-double-right:before {
	content: "\f101";
	}
	.fa-angle-double-up:before {
	content: "\f102";
	}
	.fa-angle-double-down:before {
	content: "\f103";
	}
	.fa-angle-left:before {
	content: "\f104";
	}
	.fa-angle-right:before {
	content: "\f105";
	}
	.fa-angle-up:before {
	content: "\f106";
	}
	.fa-angle-down:before {
	content: "\f107";
	}
	.fa-desktop:before {
	content: "\f108";
	}
	.fa-laptop:before {
	content: "\f109";
	}
	.fa-tablet:before {
	content: "\f10a";
	}
	.fa-mobile-phone:before,
	.fa-mobile:before {
	content: "\f10b";
	}
	.fa-circle-o:before {
	content: "\f10c";
	}
	.fa-quote-left:before {
	content: "\f10d";
	}
	.fa-quote-right:before {
	content: "\f10e";
	}
	.fa-spinner:before {
	content: "\f110";
	}
	.fa-circle:before {
	content: "\f111";
	}
	.fa-mail-reply:before,
	.fa-reply:before {
	content: "\f112";
	}
	.fa-github-alt:before {
	content: "\f113";
	}
	.fa-folder-o:before {
	content: "\f114";
	}
	.fa-folder-open-o:before {
	content: "\f115";
	}
	.fa-smile-o:before {
	content: "\f118";
	}
	.fa-frown-o:before {
	content: "\f119";
	}
	.fa-meh-o:before {
	content: "\f11a";
	}
	.fa-gamepad:before {
	content: "\f11b";
	}
	.fa-keyboard-o:before {
	content: "\f11c";
	}
	.fa-flag-o:before {
	content: "\f11d";
	}
	.fa-flag-checkered:before {
	content: "\f11e";
	}
	.fa-terminal:before {
	content: "\f120";
	}
	.fa-code:before {
	content: "\f121";
	}
	.fa-mail-reply-all:before,
	.fa-reply-all:before {
	content: "\f122";
	}
	.fa-star-half-empty:before,
	.fa-star-half-full:before,
	.fa-star-half-o:before {
	content: "\f123";
	}
	.fa-location-arrow:before {
	content: "\f124";
	}
	.fa-crop:before {
	content: "\f125";
	}
	.fa-code-fork:before {
	content: "\f126";
	}
	.fa-unlink:before,
	.fa-chain-broken:before {
	content: "\f127";
	}
	.fa-question:before {
	content: "\f128";
	}
	.fa-info:before {
	content: "\f129";
	}
	.fa-exclamation:before {
	content: "\f12a";
	}
	.fa-superscript:before {
	content: "\f12b";
	}
	.fa-subscript:before {
	content: "\f12c";
	}
	.fa-eraser:before {
	content: "\f12d";
	}
	.fa-puzzle-piece:before {
	content: "\f12e";
	}
	.fa-microphone:before {
	content: "\f130";
	}
	.fa-microphone-slash:before {
	content: "\f131";
	}
	.fa-shield:before {
	content: "\f132";
	}
	.fa-calendar-o:before {
	content: "\f133";
	}
	.fa-fire-extinguisher:before {
	content: "\f134";
	}
	.fa-rocket:before {
	content: "\f135";
	}
	.fa-maxcdn:before {
	content: "\f136";
	}
	.fa-chevron-circle-left:before {
	content: "\f137";
	}
	.fa-chevron-circle-right:before {
	content: "\f138";
	}
	.fa-chevron-circle-up:before {
	content: "\f139";
	}
	.fa-chevron-circle-down:before {
	content: "\f13a";
	}
	.fa-html5:before {
	content: "\f13b";
	}
	.fa-css3:before {
	content: "\f13c";
	}
	.fa-anchor:before {
	content: "\f13d";
	}
	.fa-unlock-alt:before {
	content: "\f13e";
	}
	.fa-bullseye:before {
	content: "\f140";
	}
	.fa-ellipsis-h:before {
	content: "\f141";
	}
	.fa-ellipsis-v:before {
	content: "\f142";
	}
	.fa-rss-square:before {
	content: "\f143";
	}
	.fa-play-circle:before {
	content: "\f144";
	}
	.fa-ticket:before {
	content: "\f145";
	}
	.fa-minus-square:before {
	content: "\f146";
	}
	.fa-minus-square-o:before {
	content: "\f147";
	}
	.fa-level-up:before {
	content: "\f148";
	}
	.fa-level-down:before {
	content: "\f149";
	}
	.fa-check-square:before {
	content: "\f14a";
	}
	.fa-pencil-square:before {
	content: "\f14b";
	}
	.fa-external-link-square:before {
	content: "\f14c";
	}
	.fa-share-square:before {
	content: "\f14d";
	}
	.fa-compass:before {
	content: "\f14e";
	}
	.fa-toggle-down:before,
	.fa-caret-square-o-down:before {
	content: "\f150";
	}
	.fa-toggle-up:before,
	.fa-caret-square-o-up:before {
	content: "\f151";
	}
	.fa-toggle-right:before,
	.fa-caret-square-o-right:before {
	content: "\f152";
	}
	.fa-euro:before,
	.fa-eur:before {
	content: "\f153";
	}
	.fa-gbp:before {
	content: "\f154";
	}
	.fa-dollar:before,
	.fa-usd:before {
	content: "\f155";
	}
	.fa-rupee:before,
	.fa-inr:before {
	content: "\f156";
	}
	.fa-cny:before,
	.fa-rmb:before,
	.fa-yen:before,
	.fa-jpy:before {
	content: "\f157";
	}
	.fa-ruble:before,
	.fa-rouble:before,
	.fa-rub:before {
	content: "\f158";
	}
	.fa-won:before,
	.fa-krw:before {
	content: "\f159";
	}
	.fa-bitcoin:before,
	.fa-btc:before {
	content: "\f15a";
	}
	.fa-file:before {
	content: "\f15b";
	}
	.fa-file-text:before {
	content: "\f15c";
	}
	.fa-sort-alpha-asc:before {
	content: "\f15d";
	}
	.fa-sort-alpha-desc:before {
	content: "\f15e";
	}
	.fa-sort-amount-asc:before {
	content: "\f160";
	}
	.fa-sort-amount-desc:before {
	content: "\f161";
	}
	.fa-sort-numeric-asc:before {
	content: "\f162";
	}
	.fa-sort-numeric-desc:before {
	content: "\f163";
	}
	.fa-thumbs-up:before {
	content: "\f164";
	}
	.fa-thumbs-down:before {
	content: "\f165";
	}
	.fa-youtube-square:before {
	content: "\f166";
	}
	.fa-youtube:before {
	content: "\f167";
	}
	.fa-xing:before {
	content: "\f168";
	}
	.fa-xing-square:before {
	content: "\f169";
	}
	.fa-youtube-play:before {
	content: "\f16a";
	}
	.fa-dropbox:before {
	content: "\f16b";
	}
	.fa-stack-overflow:before {
	content: "\f16c";
	}
	.fa-instagram:before {
	content: "\f16d";
	}
	.fa-flickr:before {
	content: "\f16e";
	}
	.fa-adn:before {
	content: "\f170";
	}
	.fa-bitbucket:before {
	content: "\f171";
	}
	.fa-bitbucket-square:before {
	content: "\f172";
	}
	.fa-tumblr:before {
	content: "\f173";
	}
	.fa-tumblr-square:before {
	content: "\f174";
	}
	.fa-long-arrow-down:before {
	content: "\f175";
	}
	.fa-long-arrow-up:before {
	content: "\f176";
	}
	.fa-long-arrow-left:before {
	content: "\f177";
	}
	.fa-long-arrow-right:before {
	content: "\f178";
	}
	.fa-apple:before {
	content: "\f179";
	}
	.fa-windows:before {
	content: "\f17a";
	}
	.fa-android:before {
	content: "\f17b";
	}
	.fa-linux:before {
	content: "\f17c";
	}
	.fa-dribbble:before {
	content: "\f17d";
	}
	.fa-skype:before {
	content: "\f17e";
	}
	.fa-foursquare:before {
	content: "\f180";
	}
	.fa-trello:before {
	content: "\f181";
	}
	.fa-female:before {
	content: "\f182";
	}
	.fa-male:before {
	content: "\f183";
	}
	.fa-gittip:before,
	.fa-gratipay:before {
	content: "\f184";
	}
	.fa-sun-o:before {
	content: "\f185";
	}
	.fa-moon-o:before {
	content: "\f186";
	}
	.fa-archive:before {
	content: "\f187";
	}
	.fa-bug:before {
	content: "\f188";
	}
	.fa-vk:before {
	content: "\f189";
	}
	.fa-weibo:before {
	content: "\f18a";
	}
	.fa-renren:before {
	content: "\f18b";
	}
	.fa-pagelines:before {
	content: "\f18c";
	}
	.fa-stack-exchange:before {
	content: "\f18d";
	}
	.fa-arrow-circle-o-right:before {
	content: "\f18e";
	}
	.fa-arrow-circle-o-left:before {
	content: "\f190";
	}
	.fa-toggle-left:before,
	.fa-caret-square-o-left:before {
	content: "\f191";
	}
	.fa-dot-circle-o:before {
	content: "\f192";
	}
	.fa-wheelchair:before {
	content: "\f193";
	}
	.fa-vimeo-square:before {
	content: "\f194";
	}
	.fa-turkish-lira:before,
	.fa-try:before {
	content: "\f195";
	}
	.fa-plus-square-o:before {
	content: "\f196";
	}
	.fa-space-shuttle:before {
	content: "\f197";
	}
	.fa-slack:before {
	content: "\f198";
	}
	.fa-envelope-square:before {
	content: "\f199";
	}
	.fa-wordpress:before {
	content: "\f19a";
	}
	.fa-openid:before {
	content: "\f19b";
	}
	.fa-institution:before,
	.fa-bank:before,
	.fa-university:before {
	content: "\f19c";
	}
	.fa-mortar-board:before,
	.fa-graduation-cap:before {
	content: "\f19d";
	}
	.fa-yahoo:before {
	content: "\f19e";
	}
	.fa-google:before {
	content: "\f1a0";
	}
	.fa-reddit:before {
	content: "\f1a1";
	}
	.fa-reddit-square:before {
	content: "\f1a2";
	}
	.fa-stumbleupon-circle:before {
	content: "\f1a3";
	}
	.fa-stumbleupon:before {
	content: "\f1a4";
	}
	.fa-delicious:before {
	content: "\f1a5";
	}
	.fa-digg:before {
	content: "\f1a6";
	}
	.fa-pied-piper-pp:before {
	content: "\f1a7";
	}
	.fa-pied-piper-alt:before {
	content: "\f1a8";
	}
	.fa-drupal:before {
	content: "\f1a9";
	}
	.fa-joomla:before {
	content: "\f1aa";
	}
	.fa-language:before {
	content: "\f1ab";
	}
	.fa-fax:before {
	content: "\f1ac";
	}
	.fa-building:before {
	content: "\f1ad";
	}
	.fa-child:before {
	content: "\f1ae";
	}
	.fa-paw:before {
	content: "\f1b0";
	}
	.fa-spoon:before {
	content: "\f1b1";
	}
	.fa-cube:before {
	content: "\f1b2";
	}
	.fa-cubes:before {
	content: "\f1b3";
	}
	.fa-behance:before {
	content: "\f1b4";
	}
	.fa-behance-square:before {
	content: "\f1b5";
	}
	.fa-steam:before {
	content: "\f1b6";
	}
	.fa-steam-square:before {
	content: "\f1b7";
	}
	.fa-recycle:before {
	content: "\f1b8";
	}
	.fa-automobile:before,
	.fa-car:before {
	content: "\f1b9";
	}
	.fa-cab:before,
	.fa-taxi:before {
	content: "\f1ba";
	}
	.fa-tree:before {
	content: "\f1bb";
	}
	.fa-spotify:before {
	content: "\f1bc";
	}
	.fa-deviantart:before {
	content: "\f1bd";
	}
	.fa-soundcloud:before {
	content: "\f1be";
	}
	.fa-database:before {
	content: "\f1c0";
	}
	.fa-file-pdf-o:before {
	content: "\f1c1";
	}
	.fa-file-word-o:before {
	content: "\f1c2";
	}
	.fa-file-excel-o:before {
	content: "\f1c3";
	}
	.fa-file-powerpoint-o:before {
	content: "\f1c4";
	}
	.fa-file-photo-o:before,
	.fa-file-picture-o:before,
	.fa-file-image-o:before {
	content: "\f1c5";
	}
	.fa-file-zip-o:before,
	.fa-file-archive-o:before {
	content: "\f1c6";
	}
	.fa-file-sound-o:before,
	.fa-file-audio-o:before {
	content: "\f1c7";
	}
	.fa-file-movie-o:before,
	.fa-file-video-o:before {
	content: "\f1c8";
	}
	.fa-file-code-o:before {
	content: "\f1c9";
	}
	.fa-vine:before {
	content: "\f1ca";
	}
	.fa-codepen:before {
	content: "\f1cb";
	}
	.fa-jsfiddle:before {
	content: "\f1cc";
	}
	.fa-life-bouy:before,
	.fa-life-buoy:before,
	.fa-life-saver:before,
	.fa-support:before,
	.fa-life-ring:before {
	content: "\f1cd";
	}
	.fa-circle-o-notch:before {
	content: "\f1ce";
	}
	.fa-ra:before,
	.fa-resistance:before,
	.fa-rebel:before {
	content: "\f1d0";
	}
	.fa-ge:before,
	.fa-empire:before {
	content: "\f1d1";
	}
	.fa-git-square:before {
	content: "\f1d2";
	}
	.fa-git:before {
	content: "\f1d3";
	}
	.fa-y-combinator-square:before,
	.fa-yc-square:before,
	.fa-hacker-news:before {
	content: "\f1d4";
	}
	.fa-tencent-weibo:before {
	content: "\f1d5";
	}
	.fa-qq:before {
	content: "\f1d6";
	}
	.fa-wechat:before,
	.fa-weixin:before {
	content: "\f1d7";
	}
	.fa-send:before,
	.fa-paper-plane:before {
	content: "\f1d8";
	}
	.fa-send-o:before,
	.fa-paper-plane-o:before {
	content: "\f1d9";
	}
	.fa-history:before {
	content: "\f1da";
	}
	.fa-circle-thin:before {
	content: "\f1db";
	}
	.fa-header:before {
	content: "\f1dc";
	}
	.fa-paragraph:before {
	content: "\f1dd";
	}
	.fa-sliders:before {
	content: "\f1de";
	}
	.fa-share-alt:before {
	content: "\f1e0";
	}
	.fa-share-alt-square:before {
	content: "\f1e1";
	}
	.fa-bomb:before {
	content: "\f1e2";
	}
	.fa-soccer-ball-o:before,
	.fa-futbol-o:before {
	content: "\f1e3";
	}
	.fa-tty:before {
	content: "\f1e4";
	}
	.fa-binoculars:before {
	content: "\f1e5";
	}
	.fa-plug:before {
	content: "\f1e6";
	}
	.fa-slideshare:before {
	content: "\f1e7";
	}
	.fa-twitch:before {
	content: "\f1e8";
	}
	.fa-yelp:before {
	content: "\f1e9";
	}
	.fa-newspaper-o:before {
	content: "\f1ea";
	}
	.fa-wifi:before {
	content: "\f1eb";
	}
	.fa-calculator:before {
	content: "\f1ec";
	}
	.fa-paypal:before {
	content: "\f1ed";
	}
	.fa-google-wallet:before {
	content: "\f1ee";
	}
	.fa-cc-visa:before {
	content: "\f1f0";
	}
	.fa-cc-mastercard:before {
	content: "\f1f1";
	}
	.fa-cc-discover:before {
	content: "\f1f2";
	}
	.fa-cc-amex:before {
	content: "\f1f3";
	}
	.fa-cc-paypal:before {
	content: "\f1f4";
	}
	.fa-cc-stripe:before {
	content: "\f1f5";
	}
	.fa-bell-slash:before {
	content: "\f1f6";
	}
	.fa-bell-slash-o:before {
	content: "\f1f7";
	}
	.fa-trash:before {
	content: "\f1f8";
	}
	.fa-copyright:before {
	content: "\f1f9";
	}
	.fa-at:before {
	content: "\f1fa";
	}
	.fa-eyedropper:before {
	content: "\f1fb";
	}
	.fa-paint-brush:before {
	content: "\f1fc";
	}
	.fa-birthday-cake:before {
	content: "\f1fd";
	}
	.fa-area-chart:before {
	content: "\f1fe";
	}
	.fa-pie-chart:before {
	content: "\f200";
	}
	.fa-line-chart:before {
	content: "\f201";
	}
	.fa-lastfm:before {
	content: "\f202";
	}
	.fa-lastfm-square:before {
	content: "\f203";
	}
	.fa-toggle-off:before {
	content: "\f204";
	}
	.fa-toggle-on:before {
	content: "\f205";
	}
	.fa-bicycle:before {
	content: "\f206";
	}
	.fa-bus:before {
	content: "\f207";
	}
	.fa-ioxhost:before {
	content: "\f208";
	}
	.fa-angellist:before {
	content: "\f209";
	}
	.fa-cc:before {
	content: "\f20a";
	}
	.fa-shekel:before,
	.fa-sheqel:before,
	.fa-ils:before {
	content: "\f20b";
	}
	.fa-meanpath:before {
	content: "\f20c";
	}
	.fa-buysellads:before {
	content: "\f20d";
	}
	.fa-connectdevelop:before {
	content: "\f20e";
	}
	.fa-dashcube:before {
	content: "\f210";
	}
	.fa-forumbee:before {
	content: "\f211";
	}
	.fa-leanpub:before {
	content: "\f212";
	}
	.fa-sellsy:before {
	content: "\f213";
	}
	.fa-shirtsinbulk:before {
	content: "\f214";
	}
	.fa-simplybuilt:before {
	content: "\f215";
	}
	.fa-skyatlas:before {
	content: "\f216";
	}
	.fa-cart-plus:before {
	content: "\f217";
	}
	.fa-cart-arrow-down:before {
	content: "\f218";
	}
	.fa-diamond:before {
	content: "\f219";
	}
	.fa-ship:before {
	content: "\f21a";
	}
	.fa-user-secret:before {
	content: "\f21b";
	}
	.fa-motorcycle:before {
	content: "\f21c";
	}
	.fa-street-view:before {
	content: "\f21d";
	}
	.fa-heartbeat:before {
	content: "\f21e";
	}
	.fa-venus:before {
	content: "\f221";
	}
	.fa-mars:before {
	content: "\f222";
	}
	.fa-mercury:before {
	content: "\f223";
	}
	.fa-intersex:before,
	.fa-transgender:before {
	content: "\f224";
	}
	.fa-transgender-alt:before {
	content: "\f225";
	}
	.fa-venus-double:before {
	content: "\f226";
	}
	.fa-mars-double:before {
	content: "\f227";
	}
	.fa-venus-mars:before {
	content: "\f228";
	}
	.fa-mars-stroke:before {
	content: "\f229";
	}
	.fa-mars-stroke-v:before {
	content: "\f22a";
	}
	.fa-mars-stroke-h:before {
	content: "\f22b";
	}
	.fa-neuter:before {
	content: "\f22c";
	}
	.fa-genderless:before {
	content: "\f22d";
	}
	.fa-facebook-official:before {
	content: "\f230";
	}
	.fa-pinterest-p:before {
	content: "\f231";
	}
	.fa-whatsapp:before {
	content: "\f232";
	}
	.fa-server:before {
	content: "\f233";
	}
	.fa-user-plus:before {
	content: "\f234";
	}
	.fa-user-times:before {
	content: "\f235";
	}
	.fa-hotel:before,
	.fa-bed:before {
	content: "\f236";
	}
	.fa-viacoin:before {
	content: "\f237";
	}
	.fa-train:before {
	content: "\f238";
	}
	.fa-subway:before {
	content: "\f239";
	}
	.fa-medium:before {
	content: "\f23a";
	}
	.fa-yc:before,
	.fa-y-combinator:before {
	content: "\f23b";
	}
	.fa-optin-monster:before {
	content: "\f23c";
	}
	.fa-opencart:before {
	content: "\f23d";
	}
	.fa-expeditedssl:before {
	content: "\f23e";
	}
	.fa-battery-4:before,
	.fa-battery:before,
	.fa-battery-full:before {
	content: "\f240";
	}
	.fa-battery-3:before,
	.fa-battery-three-quarters:before {
	content: "\f241";
	}
	.fa-battery-2:before,
	.fa-battery-half:before {
	content: "\f242";
	}
	.fa-battery-1:before,
	.fa-battery-quarter:before {
	content: "\f243";
	}
	.fa-battery-0:before,
	.fa-battery-empty:before {
	content: "\f244";
	}
	.fa-mouse-pointer:before {
	content: "\f245";
	}
	.fa-i-cursor:before {
	content: "\f246";
	}
	.fa-object-group:before {
	content: "\f247";
	}
	.fa-object-ungroup:before {
	content: "\f248";
	}
	.fa-sticky-note:before {
	content: "\f249";
	}
	.fa-sticky-note-o:before {
	content: "\f24a";
	}
	.fa-cc-jcb:before {
	content: "\f24b";
	}
	.fa-cc-diners-club:before {
	content: "\f24c";
	}
	.fa-clone:before {
	content: "\f24d";
	}
	.fa-balance-scale:before {
	content: "\f24e";
	}
	.fa-hourglass-o:before {
	content: "\f250";
	}
	.fa-hourglass-1:before,
	.fa-hourglass-start:before {
	content: "\f251";
	}
	.fa-hourglass-2:before,
	.fa-hourglass-half:before {
	content: "\f252";
	}
	.fa-hourglass-3:before,
	.fa-hourglass-end:before {
	content: "\f253";
	}
	.fa-hourglass:before {
	content: "\f254";
	}
	.fa-hand-grab-o:before,
	.fa-hand-rock-o:before {
	content: "\f255";
	}
	.fa-hand-stop-o:before,
	.fa-hand-paper-o:before {
	content: "\f256";
	}
	.fa-hand-scissors-o:before {
	content: "\f257";
	}
	.fa-hand-lizard-o:before {
	content: "\f258";
	}
	.fa-hand-spock-o:before {
	content: "\f259";
	}
	.fa-hand-pointer-o:before {
	content: "\f25a";
	}
	.fa-hand-peace-o:before {
	content: "\f25b";
	}
	.fa-trademark:before {
	content: "\f25c";
	}
	.fa-registered:before {
	content: "\f25d";
	}
	.fa-creative-commons:before {
	content: "\f25e";
	}
	.fa-gg:before {
	content: "\f260";
	}
	.fa-gg-circle:before {
	content: "\f261";
	}
	.fa-tripadvisor:before {
	content: "\f262";
	}
	.fa-odnoklassniki:before {
	content: "\f263";
	}
	.fa-odnoklassniki-square:before {
	content: "\f264";
	}
	.fa-get-pocket:before {
	content: "\f265";
	}
	.fa-wikipedia-w:before {
	content: "\f266";
	}
	.fa-safari:before {
	content: "\f267";
	}
	.fa-chrome:before {
	content: "\f268";
	}
	.fa-firefox:before {
	content: "\f269";
	}
	.fa-opera:before {
	content: "\f26a";
	}
	.fa-internet-explorer:before {
	content: "\f26b";
	}
	.fa-tv:before,
	.fa-television:before {
	content: "\f26c";
	}
	.fa-contao:before {
	content: "\f26d";
	}
	.fa-500px:before {
	content: "\f26e";
	}
	.fa-amazon:before {
	content: "\f270";
	}
	.fa-calendar-plus-o:before {
	content: "\f271";
	}
	.fa-calendar-minus-o:before {
	content: "\f272";
	}
	.fa-calendar-times-o:before {
	content: "\f273";
	}
	.fa-calendar-check-o:before {
	content: "\f274";
	}
	.fa-industry:before {
	content: "\f275";
	}
	.fa-map-pin:before {
	content: "\f276";
	}
	.fa-map-signs:before {
	content: "\f277";
	}
	.fa-map-o:before {
	content: "\f278";
	}
	.fa-map:before {
	content: "\f279";
	}
	.fa-commenting:before {
	content: "\f27a";
	}
	.fa-commenting-o:before {
	content: "\f27b";
	}
	.fa-houzz:before {
	content: "\f27c";
	}
	.fa-vimeo:before {
	content: "\f27d";
	}
	.fa-black-tie:before {
	content: "\f27e";
	}
	.fa-fonticons:before {
	content: "\f280";
	}
	.fa-reddit-alien:before {
	content: "\f281";
	}
	.fa-edge:before {
	content: "\f282";
	}
	.fa-credit-card-alt:before {
	content: "\f283";
	}
	.fa-codiepie:before {
	content: "\f284";
	}
	.fa-modx:before {
	content: "\f285";
	}
	.fa-fort-awesome:before {
	content: "\f286";
	}
	.fa-usb:before {
	content: "\f287";
	}
	.fa-product-hunt:before {
	content: "\f288";
	}
	.fa-mixcloud:before {
	content: "\f289";
	}
	.fa-scribd:before {
	content: "\f28a";
	}
	.fa-pause-circle:before {
	content: "\f28b";
	}
	.fa-pause-circle-o:before {
	content: "\f28c";
	}
	.fa-stop-circle:before {
	content: "\f28d";
	}
	.fa-stop-circle-o:before {
	content: "\f28e";
	}
	.fa-shopping-bag:before {
	content: "\f290";
	}
	.fa-shopping-basket:before {
	content: "\f291";
	}
	.fa-hashtag:before {
	content: "\f292";
	}
	.fa-bluetooth:before {
	content: "\f293";
	}
	.fa-bluetooth-b:before {
	content: "\f294";
	}
	.fa-percent:before {
	content: "\f295";
	}
	.fa-gitlab:before {
	content: "\f296";
	}
	.fa-wpbeginner:before {
	content: "\f297";
	}
	.fa-wpforms:before {
	content: "\f298";
	}
	.fa-envira:before {
	content: "\f299";
	}
	.fa-universal-access:before {
	content: "\f29a";
	}
	.fa-wheelchair-alt:before {
	content: "\f29b";
	}
	.fa-question-circle-o:before {
	content: "\f29c";
	}
	.fa-blind:before {
	content: "\f29d";
	}
	.fa-audio-description:before {
	content: "\f29e";
	}
	.fa-volume-control-phone:before {
	content: "\f2a0";
	}
	.fa-braille:before {
	content: "\f2a1";
	}
	.fa-assistive-listening-systems:before {
	content: "\f2a2";
	}
	.fa-asl-interpreting:before,
	.fa-american-sign-language-interpreting:before {
	content: "\f2a3";
	}
	.fa-deafness:before,
	.fa-hard-of-hearing:before,
	.fa-deaf:before {
	content: "\f2a4";
	}
	.fa-glide:before {
	content: "\f2a5";
	}
	.fa-glide-g:before {
	content: "\f2a6";
	}
	.fa-signing:before,
	.fa-sign-language:before {
	content: "\f2a7";
	}
	.fa-low-vision:before {
	content: "\f2a8";
	}
	.fa-viadeo:before {
	content: "\f2a9";
	}
	.fa-viadeo-square:before {
	content: "\f2aa";
	}
	.fa-snapchat:before {
	content: "\f2ab";
	}
	.fa-snapchat-ghost:before {
	content: "\f2ac";
	}
	.fa-snapchat-square:before {
	content: "\f2ad";
	}
	.fa-pied-piper:before {
	content: "\f2ae";
	}
	.fa-first-order:before {
	content: "\f2b0";
	}
	.fa-yoast:before {
	content: "\f2b1";
	}
	.fa-themeisle:before {
	content: "\f2b2";
	}
	.fa-google-plus-circle:before,
	.fa-google-plus-official:before {
	content: "\f2b3";
	}
	.fa-fa:before,
	.fa-font-awesome:before {
	content: "\f2b4";
	}
	.fa-handshake-o:before {
	content: "\f2b5";
	}
	.fa-envelope-open:before {
	content: "\f2b6";
	}
	.fa-envelope-open-o:before {
	content: "\f2b7";
	}
	.fa-linode:before {
	content: "\f2b8";
	}
	.fa-address-book:before {
	content: "\f2b9";
	}
	.fa-address-book-o:before {
	content: "\f2ba";
	}
	.fa-vcard:before,
	.fa-address-card:before {
	content: "\f2bb";
	}
	.fa-vcard-o:before,
	.fa-address-card-o:before {
	content: "\f2bc";
	}
	.fa-user-circle:before {
	content: "\f2bd";
	}
	.fa-user-circle-o:before {
	content: "\f2be";
	}
	.fa-user-o:before {
	content: "\f2c0";
	}
	.fa-id-badge:before {
	content: "\f2c1";
	}
	.fa-drivers-license:before,
	.fa-id-card:before {
	content: "\f2c2";
	}
	.fa-drivers-license-o:before,
	.fa-id-card-o:before {
	content: "\f2c3";
	}
	.fa-quora:before {
	content: "\f2c4";
	}
	.fa-free-code-camp:before {
	content: "\f2c5";
	}
	.fa-telegram:before {
	content: "\f2c6";
	}
	.fa-thermometer-4:before,
	.fa-thermometer:before,
	.fa-thermometer-full:before {
	content: "\f2c7";
	}
	.fa-thermometer-3:before,
	.fa-thermometer-three-quarters:before {
	content: "\f2c8";
	}
	.fa-thermometer-2:before,
	.fa-thermometer-half:before {
	content: "\f2c9";
	}
	.fa-thermometer-1:before,
	.fa-thermometer-quarter:before {
	content: "\f2ca";
	}
	.fa-thermometer-0:before,
	.fa-thermometer-empty:before {
	content: "\f2cb";
	}
	.fa-shower:before {
	content: "\f2cc";
	}
	.fa-bathtub:before,
	.fa-s15:before,
	.fa-bath:before {
	content: "\f2cd";
	}
	.fa-podcast:before {
	content: "\f2ce";
	}
	.fa-window-maximize:before {
	content: "\f2d0";
	}
	.fa-window-minimize:before {
	content: "\f2d1";
	}
	.fa-window-restore:before {
	content: "\f2d2";
	}
	.fa-times-rectangle:before,
	.fa-window-close:before {
	content: "\f2d3";
	}
	.fa-times-rectangle-o:before,
	.fa-window-close-o:before {
	content: "\f2d4";
	}
	.fa-bandcamp:before {
	content: "\f2d5";
	}
	.fa-grav:before {
	content: "\f2d6";
	}
	.fa-etsy:before {
	content: "\f2d7";
	}
	.fa-imdb:before {
	content: "\f2d8";
	}
	.fa-ravelry:before {
	content: "\f2d9";
	}
	.fa-eercast:before {
	content: "\f2da";
	}
	.fa-microchip:before {
	content: "\f2db";
	}
	.fa-snowflake-o:before {
	content: "\f2dc";
	}
	.fa-superpowers:before {
	content: "\f2dd";
	}
	.fa-wpexplorer:before {
	content: "\f2de";
	}
	.fa-meetup:before {
	content: "\f2e0";
	}
	.sr-only {
	position: absolute;
	width: 1px;
	height: 1px;
	padding: 0;
	margin: -1px;
	overflow: hidden;
	clip: rect(0, 0, 0, 0);
	border: 0;
	}
	.sr-only-focusable:active,
	.sr-only-focusable:focus {
	position: static;
	width: auto;
	height: auto;
	margin: 0;
	overflow: visible;
	clip: auto;
	}
	.sr-only-focusable:active,
	.sr-only-focusable:focus {
	position: static;
	width: auto;
	height: auto;
	margin: 0;
	overflow: visible;
	clip: auto;
	}
	/*!
	*
	* IPython base
	*
	*/
	.modal.fade .modal-dialog {
	-webkit-transform: translate(0, 0);
	-ms-transform: translate(0, 0);
	-o-transform: translate(0, 0);
	transform: translate(0, 0);
	}
	code {
	color: #000;
	}
	pre {
	font-size: inherit;
	line-height: inherit;
	}
	label {
	font-weight: normal;
	}
	/* Make the page background atleast 100% the height of the view port */
	/* Make the page itself atleast 70% the height of the view port */
	.border-box-sizing {
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	}
	.corner-all {
	border-radius: 2px;
	}
	.no-padding {
	padding: 0px;
	}
	/* Flexible box model classes */
	/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
	/* This file is a compatability layer. It allows the usage of flexible box
	model layouts accross multiple browsers, including older browsers. The newest,
	universal implementation of the flexible box model is used when available (see
	`Modern browsers` comments below). Browsers that are known to implement this
	new spec completely include:

	Firefox 28.0+
	Chrome 29.0+
	Internet Explorer 11+
	Opera 17.0+

	Browsers not listed, including Safari, are supported via the styling under the
	`Old browsers` comments below.
	*/
	.hbox {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	}
	.hbox > * {
	/* Old browsers */
	-webkit-box-flex: 0;
	-moz-box-flex: 0;
	box-flex: 0;
	/* Modern browsers */
	flex: none;
	}
	.vbox {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	}
	.vbox > * {
	/* Old browsers */
	-webkit-box-flex: 0;
	-moz-box-flex: 0;
	box-flex: 0;
	/* Modern browsers */
	flex: none;
	}
	.hbox.reverse,
	.vbox.reverse,
	.reverse {
	/* Old browsers */
	-webkit-box-direction: reverse;
	-moz-box-direction: reverse;
	box-direction: reverse;
	/* Modern browsers */
	flex-direction: row-reverse;
	}
	.hbox.box-flex0,
	.vbox.box-flex0,
	.box-flex0 {
	/* Old browsers */
	-webkit-box-flex: 0;
	-moz-box-flex: 0;
	box-flex: 0;
	/* Modern browsers */
	flex: none;
	width: auto;
	}
	.hbox.box-flex1,
	.vbox.box-flex1,
	.box-flex1 {
	/* Old browsers */
	-webkit-box-flex: 1;
	-moz-box-flex: 1;
	box-flex: 1;
	/* Modern browsers */
	flex: 1;
	}
	.hbox.box-flex,
	.vbox.box-flex,
	.box-flex {
	/* Old browsers */
	/* Old browsers */
	-webkit-box-flex: 1;
	-moz-box-flex: 1;
	box-flex: 1;
	/* Modern browsers */
	flex: 1;
	}
	.hbox.box-flex2,
	.vbox.box-flex2,
	.box-flex2 {
	/* Old browsers */
	-webkit-box-flex: 2;
	-moz-box-flex: 2;
	box-flex: 2;
	/* Modern browsers */
	flex: 2;
	}
	.box-group1 {
	/* Deprecated */
	-webkit-box-flex-group: 1;
	-moz-box-flex-group: 1;
	box-flex-group: 1;
	}
	.box-group2 {
	/* Deprecated */
	-webkit-box-flex-group: 2;
	-moz-box-flex-group: 2;
	box-flex-group: 2;
	}
	.hbox.start,
	.vbox.start,
	.start {
	/* Old browsers */
	-webkit-box-pack: start;
	-moz-box-pack: start;
	box-pack: start;
	/* Modern browsers */
	justify-content: flex-start;
	}
	.hbox.end,
	.vbox.end,
	.end {
	/* Old browsers */
	-webkit-box-pack: end;
	-moz-box-pack: end;
	box-pack: end;
	/* Modern browsers */
	justify-content: flex-end;
	}
	.hbox.center,
	.vbox.center,
	.center {
	/* Old browsers */
	-webkit-box-pack: center;
	-moz-box-pack: center;
	box-pack: center;
	/* Modern browsers */
	justify-content: center;
	}
	.hbox.baseline,
	.vbox.baseline,
	.baseline {
	/* Old browsers */
	-webkit-box-pack: baseline;
	-moz-box-pack: baseline;
	box-pack: baseline;
	/* Modern browsers */
	justify-content: baseline;
	}
	.hbox.stretch,
	.vbox.stretch,
	.stretch {
	/* Old browsers */
	-webkit-box-pack: stretch;
	-moz-box-pack: stretch;
	box-pack: stretch;
	/* Modern browsers */
	justify-content: stretch;
	}
	.hbox.align-start,
	.vbox.align-start,
	.align-start {
	/* Old browsers */
	-webkit-box-align: start;
	-moz-box-align: start;
	box-align: start;
	/* Modern browsers */
	align-items: flex-start;
	}
	.hbox.align-end,
	.vbox.align-end,
	.align-end {
	/* Old browsers */
	-webkit-box-align: end;
	-moz-box-align: end;
	box-align: end;
	/* Modern browsers */
	align-items: flex-end;
	}
	.hbox.align-center,
	.vbox.align-center,
	.align-center {
	/* Old browsers */
	-webkit-box-align: center;
	-moz-box-align: center;
	box-align: center;
	/* Modern browsers */
	align-items: center;
	}
	.hbox.align-baseline,
	.vbox.align-baseline,
	.align-baseline {
	/* Old browsers */
	-webkit-box-align: baseline;
	-moz-box-align: baseline;
	box-align: baseline;
	/* Modern browsers */
	align-items: baseline;
	}
	.hbox.align-stretch,
	.vbox.align-stretch,
	.align-stretch {
	/* Old browsers */
	-webkit-box-align: stretch;
	-moz-box-align: stretch;
	box-align: stretch;
	/* Modern browsers */
	align-items: stretch;
	}
	div.error {
	margin: 2em;
	text-align: center;
	}
	div.error > h1 {
	font-size: 500%;
	line-height: normal;
	}
	div.error > p {
	font-size: 200%;
	line-height: normal;
	}
	div.traceback-wrapper {
	text-align: left;
	max-width: 800px;
	margin: auto;
	}
	div.traceback-wrapper pre.traceback {
	max-height: 600px;
	overflow: auto;
	}
	/**
	* Primary styles
	*
	* Author: Jupyter Development Team
	*/
	body {
	background-color: #fff;
	/* This makes sure that the body covers the entire window and needs to
	be in a different element than the display: box in wrapper below */
	position: absolute;
	left: 0px;
	right: 0px;
	top: 0px;
	bottom: 0px;
	overflow: visible;
	}
	body > #header {
	/* Initially hidden to prevent FLOUC */
	display: none;
	background-color: #fff;
	/* Display over codemirror */
	position: relative;
	z-index: 100;
	}
	body > #header #header-container {
	display: flex;
	flex-direction: row;
	justify-content: space-between;
	padding: 5px;
	padding-bottom: 5px;
	padding-top: 5px;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	}
	body > #header .header-bar {
	width: 100%;
	height: 1px;
	background: #e7e7e7;
	margin-bottom: -1px;
	}
	@media print {
	body > #header {
	display: none !important;
	}
	}
	#header-spacer {
	width: 100%;
	visibility: hidden;
	}
	@media print {
	#header-spacer {
	display: none;
	}
	}
	#ipython_notebook {
	padding-left: 0px;
	padding-top: 1px;
	padding-bottom: 1px;
	}
	[dir="rtl"] #ipython_notebook {
	margin-right: 10px;
	margin-left: 0;
	}
	[dir="rtl"] #ipython_notebook.pull-left {
	float: right !important;
	float: right;
	}
	.flex-spacer {
	flex: 1;
	}
	#noscript {
	width: auto;
	padding-top: 16px;
	padding-bottom: 16px;
	text-align: center;
	font-size: 22px;
	color: red;
	font-weight: bold;
	}
	#ipython_notebook img {
	height: 28px;
	}
	#site {
	width: 100%;
	display: none;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	overflow: auto;
	}
	@media print {
	#site {
	height: auto !important;
	}
	}
	/* Smaller buttons */
	.ui-button .ui-button-text {
	padding: 0.2em 0.8em;
	font-size: 77%;
	}
	input.ui-button {
	padding: 0.3em 0.9em;
	}
	span#kernel_logo_widget {
	margin: 0 10px;
	}
	span#login_widget {
	float: right;
	}
	[dir="rtl"] span#login_widget {
	float: left;
	}
	span#login_widget > .button,
	#logout {
	color: #333;
	background-color: #fff;
	border-color: #ccc;
	}
	span#login_widget > .button:focus,
	#logout:focus,
	span#login_widget > .button.focus,
	#logout.focus {
	color: #333;
	background-color: #e6e6e6;
	border-color: #8c8c8c;
	}
	span#login_widget > .button:hover,
	#logout:hover {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	span#login_widget > .button:active,
	#logout:active,
	span#login_widget > .button.active,
	#logout.active,
	.open > .dropdown-togglespan#login_widget > .button,
	.open > .dropdown-toggle#logout {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	span#login_widget > .button:active:hover,
	#logout:active:hover,
	span#login_widget > .button.active:hover,
	#logout.active:hover,
	.open > .dropdown-togglespan#login_widget > .button:hover,
	.open > .dropdown-toggle#logout:hover,
	span#login_widget > .button:active:focus,
	#logout:active:focus,
	span#login_widget > .button.active:focus,
	#logout.active:focus,
	.open > .dropdown-togglespan#login_widget > .button:focus,
	.open > .dropdown-toggle#logout:focus,
	span#login_widget > .button:active.focus,
	#logout:active.focus,
	span#login_widget > .button.active.focus,
	#logout.active.focus,
	.open > .dropdown-togglespan#login_widget > .button.focus,
	.open > .dropdown-toggle#logout.focus {
	color: #333;
	background-color: #d4d4d4;
	border-color: #8c8c8c;
	}
	span#login_widget > .button:active,
	#logout:active,
	span#login_widget > .button.active,
	#logout.active,
	.open > .dropdown-togglespan#login_widget > .button,
	.open > .dropdown-toggle#logout {
	background-image: none;
	}
	span#login_widget > .button.disabled:hover,
	#logout.disabled:hover,
	span#login_widget > .button[disabled]:hover,
	#logout[disabled]:hover,
	fieldset[disabled] span#login_widget > .button:hover,
	fieldset[disabled] #logout:hover,
	span#login_widget > .button.disabled:focus,
	#logout.disabled:focus,
	span#login_widget > .button[disabled]:focus,
	#logout[disabled]:focus,
	fieldset[disabled] span#login_widget > .button:focus,
	fieldset[disabled] #logout:focus,
	span#login_widget > .button.disabled.focus,
	#logout.disabled.focus,
	span#login_widget > .button[disabled].focus,
	#logout[disabled].focus,
	fieldset[disabled] span#login_widget > .button.focus,
	fieldset[disabled] #logout.focus {
	background-color: #fff;
	border-color: #ccc;
	}
	span#login_widget > .button .badge,
	#logout .badge {
	color: #fff;
	background-color: #333;
	}
	.nav-header {
	text-transform: none;
	}
	#header > span {
	margin-top: 10px;
	}
	.modal_stretch .modal-dialog {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	min-height: 80vh;
	}
	.modal_stretch .modal-dialog .modal-body {
	max-height: calc(100vh - 200px);
	overflow: auto;
	flex: 1;
	}
	.modal-header {
	cursor: move;
	}
	@media (min-width: 768px) {
	.modal .modal-dialog {
	width: 700px;
	}
	}
	@media (min-width: 768px) {
	select.form-control {
	margin-left: 12px;
	margin-right: 12px;
	}
	}
	/*!
	*
	* IPython auth
	*
	*/
	.center-nav {
	display: inline-block;
	margin-bottom: -4px;
	}
	[dir="rtl"] .center-nav form.pull-left {
	float: right !important;
	float: right;
	}
	[dir="rtl"] .center-nav .navbar-text {
	float: right;
	}
	[dir="rtl"] .navbar-inner {
	text-align: right;
	}
	[dir="rtl"] div.text-left {
	text-align: right;
	}
	/*!
	*
	* IPython tree view
	*
	*/
	/* We need an invisible input field on top of the sentense*/
	/* "Drag file onto the list ..." */
	.alternate_upload {
	background-color: none;
	display: inline;
	}
	.alternate_upload.form {
	padding: 0;
	margin: 0;
	}
	.alternate_upload input.fileinput {
	position: absolute;
	display: block;
	width: 100%;
	height: 100%;
	overflow: hidden;
	cursor: pointer;
	opacity: 0;
	z-index: 2;
	}
	.alternate_upload .btn-xs > input.fileinput {
	margin: -1px -5px;
	}
	.alternate_upload .btn-upload {
	position: relative;
	height: 22px;
	}
	::-webkit-file-upload-button {
	cursor: pointer;
	}
	/**
	* Primary styles
	*
	* Author: Jupyter Development Team
	*/
	ul#tabs {
	margin-bottom: 4px;
	}
	ul#tabs a {
	padding-top: 6px;
	padding-bottom: 4px;
	}
	[dir="rtl"] ul#tabs.nav-tabs > li {
	float: right;
	}
	[dir="rtl"] ul#tabs.nav.nav-tabs {
	padding-right: 0;
	}
	ul.breadcrumb a:focus,
	ul.breadcrumb a:hover {
	text-decoration: none;
	}
	ul.breadcrumb i.icon-home {
	font-size: 16px;
	margin-right: 4px;
	}
	ul.breadcrumb span {
	color: #5e5e5e;
	}
	.list_toolbar {
	padding: 4px 0 4px 0;
	vertical-align: middle;
	}
	.list_toolbar .tree-buttons {
	padding-top: 1px;
	}
	[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
	float: left !important;
	float: left;
	}
	[dir="rtl"] .list_toolbar .col-sm-4,
	[dir="rtl"] .list_toolbar .col-sm-8 {
	float: right;
	}
	.dynamic-buttons {
	padding-top: 3px;
	display: inline-block;
	}
	.list_toolbar [class*="span"] {
	min-height: 24px;
	}
	.list_header {
	font-weight: bold;
	background-color: #EEE;
	}
	.list_placeholder {
	font-weight: bold;
	padding-top: 4px;
	padding-bottom: 4px;
	padding-left: 7px;
	padding-right: 7px;
	}
	.list_container {
	margin-top: 4px;
	margin-bottom: 20px;
	border: 1px solid #ddd;
	border-radius: 2px;
	}
	.list_container > div {
	border-bottom: 1px solid #ddd;
	}
	.list_container > div:hover .list-item {
	background-color: red;
	}
	.list_container > div:last-child {
	border: none;
	}
	.list_item:hover .list_item {
	background-color: #ddd;
	}
	.list_item a {
	text-decoration: none;
	}
	.list_item:hover {
	background-color: #fafafa;
	}
	.list_header > div,
	.list_item > div {
	padding-top: 4px;
	padding-bottom: 4px;
	padding-left: 7px;
	padding-right: 7px;
	line-height: 22px;
	}
	.list_header > div input,
	.list_item > div input {
	margin-right: 7px;
	margin-left: 14px;
	vertical-align: text-bottom;
	line-height: 22px;
	position: relative;
	top: -1px;
	}
	.list_header > div .item_link,
	.list_item > div .item_link {
	margin-left: -1px;
	vertical-align: baseline;
	line-height: 22px;
	}
	[dir="rtl"] .list_item > div input {
	margin-right: 0;
	}
	.new-file input[type=checkbox] {
	visibility: hidden;
	}
	.item_name {
	line-height: 22px;
	height: 24px;
	}
	.item_icon {
	font-size: 14px;
	color: #5e5e5e;
	margin-right: 7px;
	margin-left: 7px;
	line-height: 22px;
	vertical-align: baseline;
	}
	.item_modified {
	margin-right: 7px;
	margin-left: 7px;
	}
	[dir="rtl"] .item_modified.pull-right {
	float: left !important;
	float: left;
	}
	.item_buttons {
	line-height: 1em;
	margin-left: -5px;
	}
	.item_buttons .btn,
	.item_buttons .btn-group,
	.item_buttons .input-group {
	float: left;
	}
	.item_buttons > .btn,
	.item_buttons > .btn-group,
	.item_buttons > .input-group {
	margin-left: 5px;
	}
	.item_buttons .btn {
	min-width: 13ex;
	}
	.item_buttons .running-indicator {
	padding-top: 4px;
	color: #5cb85c;
	}
	.item_buttons .kernel-name {
	padding-top: 4px;
	color: #5bc0de;
	margin-right: 7px;
	float: left;
	}
	[dir="rtl"] .item_buttons.pull-right {
	float: left !important;
	float: left;
	}
	[dir="rtl"] .item_buttons .kernel-name {
	margin-left: 7px;
	float: right;
	}
	.toolbar_info {
	height: 24px;
	line-height: 24px;
	}
	.list_item input:not([type=checkbox]) {
	padding-top: 3px;
	padding-bottom: 3px;
	height: 22px;
	line-height: 14px;
	margin: 0px;
	}
	.highlight_text {
	color: blue;
	}
	#project_name {
	display: inline-block;
	padding-left: 7px;
	margin-left: -2px;
	}
	#project_name > .breadcrumb {
	padding: 0px;
	margin-bottom: 0px;
	background-color: transparent;
	font-weight: bold;
	}
	.sort_button {
	display: inline-block;
	padding-left: 7px;
	}
	[dir="rtl"] .sort_button.pull-right {
	float: left !important;
	float: left;
	}
	#tree-selector {
	padding-right: 0px;
	}
	#button-select-all {
	min-width: 50px;
	}
	[dir="rtl"] #button-select-all.btn {
	float: right ;
	}
	#select-all {
	margin-left: 7px;
	margin-right: 2px;
	margin-top: 2px;
	height: 16px;
	}
	[dir="rtl"] #select-all.pull-left {
	float: right !important;
	float: right;
	}
	.menu_icon {
	margin-right: 2px;
	}
	.tab-content .row {
	margin-left: 0px;
	margin-right: 0px;
	}
	.folder_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f114";
	}
	.folder_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.folder_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.folder_icon:before.pull-left {
	margin-right: .3em;
	}
	.folder_icon:before.pull-right {
	margin-left: .3em;
	}
	.notebook_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f02d";
	position: relative;
	top: -1px;
	}
	.notebook_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.notebook_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.notebook_icon:before.pull-left {
	margin-right: .3em;
	}
	.notebook_icon:before.pull-right {
	margin-left: .3em;
	}
	.running_notebook_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f02d";
	position: relative;
	top: -1px;
	color: #5cb85c;
	}
	.running_notebook_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.running_notebook_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.running_notebook_icon:before.pull-left {
	margin-right: .3em;
	}
	.running_notebook_icon:before.pull-right {
	margin-left: .3em;
	}
	.file_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f016";
	position: relative;
	top: -2px;
	}
	.file_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.file_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.file_icon:before.pull-left {
	margin-right: .3em;
	}
	.file_icon:before.pull-right {
	margin-left: .3em;
	}
	#notebook_toolbar .pull-right {
	padding-top: 0px;
	margin-right: -1px;
	}
	ul#new-menu {
	left: auto;
	right: 0;
	}
	#new-menu .dropdown-header {
	font-size: 10px;
	border-bottom: 1px solid #e5e5e5;
	padding: 0 0 3px;
	margin: -3px 20px 0;
	}
	.kernel-menu-icon {
	padding-right: 12px;
	width: 24px;
	content: "\f096";
	}
	.kernel-menu-icon:before {
	content: "\f096";
	}
	.kernel-menu-icon-current:before {
	content: "\f00c";
	}
	#tab_content {
	padding-top: 20px;
	}
	#running .panel-group .panel {
	margin-top: 3px;
	margin-bottom: 1em;
	}
	#running .panel-group .panel .panel-heading {
	background-color: #EEE;
	padding-top: 4px;
	padding-bottom: 4px;
	padding-left: 7px;
	padding-right: 7px;
	line-height: 22px;
	}
	#running .panel-group .panel .panel-heading a:focus,
	#running .panel-group .panel .panel-heading a:hover {
	text-decoration: none;
	}
	#running .panel-group .panel .panel-body {
	padding: 0px;
	}
	#running .panel-group .panel .panel-body .list_container {
	margin-top: 0px;
	margin-bottom: 0px;
	border: 0px;
	border-radius: 0px;
	}
	#running .panel-group .panel .panel-body .list_container .list_item {
	border-bottom: 1px solid #ddd;
	}
	#running .panel-group .panel .panel-body .list_container .list_item:last-child {
	border-bottom: 0px;
	}
	.delete-button {
	display: none;
	}
	.duplicate-button {
	display: none;
	}
	.rename-button {
	display: none;
	}
	.move-button {
	display: none;
	}
	.download-button {
	display: none;
	}
	.shutdown-button {
	display: none;
	}
	.dynamic-instructions {
	display: inline-block;
	padding-top: 4px;
	}
	/*!
	*
	* IPython text editor webapp
	*
	*/
	.selected-keymap i.fa {
	padding: 0px 5px;
	}
	.selected-keymap i.fa:before {
	content: "\f00c";
	}
	#mode-menu {
	overflow: auto;
	max-height: 20em;
	}
	.edit_app #header {
	-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	}
	.edit_app #menubar .navbar {
	/* Use a negative 1 bottom margin, so the border overlaps the border of the
	header */
	margin-bottom: -1px;
	}
	.dirty-indicator {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	width: 20px;
	}
	.dirty-indicator.fa-pull-left {
	margin-right: .3em;
	}
	.dirty-indicator.fa-pull-right {
	margin-left: .3em;
	}
	.dirty-indicator.pull-left {
	margin-right: .3em;
	}
	.dirty-indicator.pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-dirty {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	width: 20px;
	}
	.dirty-indicator-dirty.fa-pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-dirty.fa-pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-dirty.pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-dirty.pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-clean {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	width: 20px;
	}
	.dirty-indicator-clean.fa-pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-clean.fa-pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-clean.pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-clean.pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-clean:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f00c";
	}
	.dirty-indicator-clean:before.fa-pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-clean:before.fa-pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-clean:before.pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-clean:before.pull-right {
	margin-left: .3em;
	}
	#filename {
	font-size: 16pt;
	display: table;
	padding: 0px 5px;
	}
	#current-mode {
	padding-left: 5px;
	padding-right: 5px;
	}
	#texteditor-backdrop {
	padding-top: 20px;
	padding-bottom: 20px;
	}
	@media not print {
	#texteditor-backdrop {
	background-color: #EEE;
	}
	}
	@media print {
	#texteditor-backdrop #texteditor-container .CodeMirror-gutter,
	#texteditor-backdrop #texteditor-container .CodeMirror-gutters {
	background-color: #fff;
	}
	}
	@media not print {
	#texteditor-backdrop #texteditor-container .CodeMirror-gutter,
	#texteditor-backdrop #texteditor-container .CodeMirror-gutters {
	background-color: #fff;
	}
	}
	@media not print {
	#texteditor-backdrop #texteditor-container {
	padding: 0px;
	background-color: #fff;
	-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	}
	}
	.CodeMirror-dialog {
	background-color: #fff;
	}
	/*!
	*
	* IPython notebook
	*
	*/
	/* CSS font colors for translated ANSI escape sequences */
	/* The color values are a mix of
	http://www.xcolors.net/dl/baskerville-ivorylight and
	http://www.xcolors.net/dl/euphrasia */
	.ansi-black-fg {
	color: #3E424D;
	}
	.ansi-black-bg {
	background-color: #3E424D;
	}
	.ansi-black-intense-fg {
	color: #282C36;
	}
	.ansi-black-intense-bg {
	background-color: #282C36;
	}
	.ansi-red-fg {
	color: #E75C58;
	}
	.ansi-red-bg {
	background-color: #E75C58;
	}
	.ansi-red-intense-fg {
	color: #B22B31;
	}
	.ansi-red-intense-bg {
	background-color: #B22B31;
	}
	.ansi-green-fg {
	color: #00A250;
	}
	.ansi-green-bg {
	background-color: #00A250;
	}
	.ansi-green-intense-fg {
	color: #007427;
	}
	.ansi-green-intense-bg {
	background-color: #007427;
	}
	.ansi-yellow-fg {
	color: #DDB62B;
	}
	.ansi-yellow-bg {
	background-color: #DDB62B;
	}
	.ansi-yellow-intense-fg {
	color: #B27D12;
	}
	.ansi-yellow-intense-bg {
	background-color: #B27D12;
	}
	.ansi-blue-fg {
	color: #208FFB;
	}
	.ansi-blue-bg {
	background-color: #208FFB;
	}
	.ansi-blue-intense-fg {
	color: #0065CA;
	}
	.ansi-blue-intense-bg {
	background-color: #0065CA;
	}
	.ansi-magenta-fg {
	color: #D160C4;
	}
	.ansi-magenta-bg {
	background-color: #D160C4;
	}
	.ansi-magenta-intense-fg {
	color: #A03196;
	}
	.ansi-magenta-intense-bg {
	background-color: #A03196;
	}
	.ansi-cyan-fg {
	color: #60C6C8;
	}
	.ansi-cyan-bg {
	background-color: #60C6C8;
	}
	.ansi-cyan-intense-fg {
	color: #258F8F;
	}
	.ansi-cyan-intense-bg {
	background-color: #258F8F;
	}
	.ansi-white-fg {
	color: #C5C1B4;
	}
	.ansi-white-bg {
	background-color: #C5C1B4;
	}
	.ansi-white-intense-fg {
	color: #A1A6B2;
	}
	.ansi-white-intense-bg {
	background-color: #A1A6B2;
	}
	.ansi-default-inverse-fg {
	color: #FFFFFF;
	}
	.ansi-default-inverse-bg {
	background-color: #000000;
	}
	.ansi-bold {
	font-weight: bold;
	}
	.ansi-underline {
	text-decoration: underline;
	}
	/* The following styles are deprecated an will be removed in a future version */
	.ansibold {
	font-weight: bold;
	}
	.ansi-inverse {
	outline: 0.5px dotted;
	}
	/* use dark versions for foreground, to improve visibility */
	.ansiblack {
	color: black;
	}
	.ansired {
	color: darkred;
	}
	.ansigreen {
	color: darkgreen;
	}
	.ansiyellow {
	color: #c4a000;
	}
	.ansiblue {
	color: darkblue;
	}
	.ansipurple {
	color: darkviolet;
	}
	.ansicyan {
	color: steelblue;
	}
	.ansigray {
	color: gray;
	}
	/* and light for background, for the same reason */
	.ansibgblack {
	background-color: black;
	}
	.ansibgred {
	background-color: red;
	}
	.ansibggreen {
	background-color: green;
	}
	.ansibgyellow {
	background-color: yellow;
	}
	.ansibgblue {
	background-color: blue;
	}
	.ansibgpurple {
	background-color: magenta;
	}
	.ansibgcyan {
	background-color: cyan;
	}
	.ansibggray {
	background-color: gray;
	}
	div.cell {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	border-radius: 2px;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	border-width: 1px;
	border-style: solid;
	border-color: transparent;
	width: 100%;
	padding: 5px;
	/* This acts as a spacer between cells, that is outside the border */
	margin: 0px;
	outline: none;
	position: relative;
	overflow: visible;
	}
	div.cell:before {
	position: absolute;
	display: block;
	top: -1px;
	left: -1px;
	width: 5px;
	height: calc(100% + 2px);
	content: '';
	background: transparent;
	}
	div.cell.jupyter-soft-selected {
	border-left-color: #E3F2FD;
	border-left-width: 1px;
	padding-left: 5px;
	border-right-color: #E3F2FD;
	border-right-width: 1px;
	background: #E3F2FD;
	}
	@media print {
	div.cell.jupyter-soft-selected {
	border-color: transparent;
	}
	}
	div.cell.selected,
	div.cell.selected.jupyter-soft-selected {
	border-color: #ababab;
	}
	div.cell.selected:before,
	div.cell.selected.jupyter-soft-selected:before {
	position: absolute;
	display: block;
	top: -1px;
	left: -1px;
	width: 5px;
	height: calc(100% + 2px);
	content: '';
	background: #42A5F5;
	}
	@media print {
	div.cell.selected,
	div.cell.selected.jupyter-soft-selected {
	border-color: transparent;
	}
	}
	.edit_mode div.cell.selected {
	border-color: #66BB6A;
	}
	.edit_mode div.cell.selected:before {
	position: absolute;
	display: block;
	top: -1px;
	left: -1px;
	width: 5px;
	height: calc(100% + 2px);
	content: '';
	background: #66BB6A;
	}
	@media print {
	.edit_mode div.cell.selected {
	border-color: transparent;
	}
	}
	.prompt {
	/* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
	min-width: 14ex;
	/* This padding is tuned to match the padding on the CodeMirror editor. */
	padding: 0.4em;
	margin: 0px;
	font-family: monospace;
	text-align: right;
	/* This has to match that of the the CodeMirror class line-height below */
	line-height: 1.21429em;
	/* Don't highlight prompt number selection */
	-webkit-touch-callout: none;
	-webkit-user-select: none;
	-khtml-user-select: none;
	-moz-user-select: none;
	-ms-user-select: none;
	user-select: none;
	/* Use default cursor */
	cursor: default;
	}
	@media (max-width: 540px) {
	.prompt {
	text-align: left;
	}
	}
	div.inner_cell {
	min-width: 0;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	/* Old browsers */
	-webkit-box-flex: 1;
	-moz-box-flex: 1;
	box-flex: 1;
	/* Modern browsers */
	flex: 1;
	}
	/* input_area and input_prompt must match in top border and margin for alignment */
	div.input_area {
	border: 1px solid #cfcfcf;
	border-radius: 2px;
	background: #f7f7f7;
	line-height: 1.21429em;
	}
	/* This is needed so that empty prompt areas can collapse to zero height when there
	is no content in the output_subarea and the prompt. The main purpose of this is
	to make sure that empty JavaScript output_subareas have no height. */
	div.prompt:empty {
	padding-top: 0;
	padding-bottom: 0;
	}
	div.unrecognized_cell {
	padding: 5px 5px 5px 0px;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	}
	div.unrecognized_cell .inner_cell {
	border-radius: 2px;
	padding: 5px;
	font-weight: bold;
	color: red;
	border: 1px solid #cfcfcf;
	background: #eaeaea;
	}
	div.unrecognized_cell .inner_cell a {
	color: inherit;
	text-decoration: none;
	}
	div.unrecognized_cell .inner_cell a:hover {
	color: inherit;
	text-decoration: none;
	}
	@media (max-width: 540px) {
	div.unrecognized_cell > div.prompt {
	display: none;
	}
	}
	div.code_cell {
	/* avoid page breaking on code cells when printing */
	}
	@media print {
	div.code_cell {
	page-break-inside: avoid;
	}
	}
	/* any special styling for code cells that are currently running goes here */
	div.input {
	page-break-inside: avoid;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	}
	@media (max-width: 540px) {
	div.input {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	}
	}
	/* input_area and input_prompt must match in top border and margin for alignment */
	div.input_prompt {
	color: #303F9F;
	border-top: 1px solid transparent;
	}
	div.input_area > div.highlight {
	margin: 0.4em;
	border: none;
	padding: 0px;
	background-color: transparent;
	}
	div.input_area > div.highlight > pre {
	margin: 0px;
	border: none;
	padding: 0px;
	background-color: transparent;
	}
	/* The following gets added to the <head> if it is detected that the user has a
	* monospace font with inconsistent normal/bold/italic height. See
	* notebookmain.js. Such fonts will have keywords vertically offset with
	* respect to the rest of the text. The user should select a better font.
	* See: https://github.com/ipython/ipython/issues/1503
	*
	* .CodeMirror span {
	* vertical-align: bottom;
	* }
	*/
	.CodeMirror {
	line-height: 1.21429em;
	/* Changed from 1em to our global default */
	font-size: 14px;
	height: auto;
	/* Changed to auto to autogrow */
	background: none;
	/* Changed from white to allow our bg to show through */
	}
	.CodeMirror-scroll {
	/* The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
	/* We have found that if it is visible, vertical scrollbars appear with font size changes.*/
	overflow-y: hidden;
	overflow-x: auto;
	}
	.CodeMirror-lines {
	/* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
	/* we have set a different line-height and want this to scale with that. */
	/* Note that this should set vertical padding only, since CodeMirror assumes
	that horizontal padding will be set on CodeMirror pre */
	padding: 0.4em 0;
	}
	.CodeMirror-linenumber {
	padding: 0 8px 0 4px;
	}
	.CodeMirror-gutters {
	border-bottom-left-radius: 2px;
	border-top-left-radius: 2px;
	}
	.CodeMirror pre {
	/* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
	use .CodeMirror-lines for vertical */
	padding: 0 0.4em;
	border: 0;
	border-radius: 0;
	}
	.CodeMirror-cursor {
	border-left: 1.4px solid black;
	}
	@media screen and (min-width: 2138px) and (max-width: 4319px) {
	.CodeMirror-cursor {
	border-left: 2px solid black;
	}
	}
	@media screen and (min-width: 4320px) {
	.CodeMirror-cursor {
	border-left: 4px solid black;
	}
	}
	/*

	Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
	Adapted from GitHub theme

	*/
	.highlight-base {
	color: #000;
	}
	.highlight-variable {
	color: #000;
	}
	.highlight-variable-2 {
	color: #1a1a1a;
	}
	.highlight-variable-3 {
	color: #333333;
	}
	.highlight-string {
	color: #BA2121;
	}
	.highlight-comment {
	color: #408080;
	font-style: italic;
	}
	.highlight-number {
	color: #080;
	}
	.highlight-atom {
	color: #88F;
	}
	.highlight-keyword {
	color: #008000;
	font-weight: bold;
	}
	.highlight-builtin {
	color: #008000;
	}
	.highlight-error {
	color: #f00;
	}
	.highlight-operator {
	color: #AA22FF;
	font-weight: bold;
	}
	.highlight-meta {
	color: #AA22FF;
	}
	/* previously not defined, copying from default codemirror */
	.highlight-def {
	color: #00f;
	}
	.highlight-string-2 {
	color: #f50;
	}
	.highlight-qualifier {
	color: #555;
	}
	.highlight-bracket {
	color: #997;
	}
	.highlight-tag {
	color: #170;
	}
	.highlight-attribute {
	color: #00c;
	}
	.highlight-header {
	color: blue;
	}
	.highlight-quote {
	color: #090;
	}
	.highlight-link {
	color: #00c;
	}
	/* apply the same style to codemirror */
	.cm-s-ipython span.cm-keyword {
	color: #008000;
	font-weight: bold;
	}
	.cm-s-ipython span.cm-atom {
	color: #88F;
	}
	.cm-s-ipython span.cm-number {
	color: #080;
	}
	.cm-s-ipython span.cm-def {
	color: #00f;
	}
	.cm-s-ipython span.cm-variable {
	color: #000;
	}
	.cm-s-ipython span.cm-operator {
	color: #AA22FF;
	font-weight: bold;
	}
	.cm-s-ipython span.cm-variable-2 {
	color: #1a1a1a;
	}
	.cm-s-ipython span.cm-variable-3 {
	color: #333333;
	}
	.cm-s-ipython span.cm-comment {
	color: #408080;
	font-style: italic;
	}
	.cm-s-ipython span.cm-string {
	color: #BA2121;
	}
	.cm-s-ipython span.cm-string-2 {
	color: #f50;
	}
	.cm-s-ipython span.cm-meta {
	color: #AA22FF;
	}
	.cm-s-ipython span.cm-qualifier {
	color: #555;
	}
	.cm-s-ipython span.cm-builtin {
	color: #008000;
	}
	.cm-s-ipython span.cm-bracket {
	color: #997;
	}
	.cm-s-ipython span.cm-tag {
	color: #170;
	}
	.cm-s-ipython span.cm-attribute {
	color: #00c;
	}
	.cm-s-ipython span.cm-header {
	color: blue;
	}
	.cm-s-ipython span.cm-quote {
	color: #090;
	}
	.cm-s-ipython span.cm-link {
	color: #00c;
	}
	.cm-s-ipython span.cm-error {
	color: #f00;
	}
	.cm-s-ipython span.cm-tab {
	background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
	background-position: right;
	background-repeat: no-repeat;
	}
	div.output_wrapper {
	/* this position must be relative to enable descendents to be absolute within it */
	position: relative;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	z-index: 1;
	}
	/* class for the output area when it should be height-limited */
	div.output_scroll {
	/* ideally, this would be max-height, but FF barfs all over that */
	height: 24em;
	/* FF needs this and the wrapper to specify full width, or it will shrinkwrap */
	width: 100%;
	overflow: auto;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
	box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
	display: block;
	}
	/* output div while it is collapsed */
	div.output_collapsed {
	margin: 0px;
	padding: 0px;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	}
	div.out_prompt_overlay {
	height: 100%;
	padding: 0px 0.4em;
	position: absolute;
	border-radius: 2px;
	}
	div.out_prompt_overlay:hover {
	/* use inner shadow to get border that is computed the same on WebKit/FF */
	-webkit-box-shadow: inset 0 0 1px #000;
	box-shadow: inset 0 0 1px #000;
	background: rgba(240, 240, 240, 0.5);
	}
	div.output_prompt {
	color: #D84315;
	}
	/* This class is the outer container of all output sections. */
	div.output_area {
	padding: 0px;
	page-break-inside: avoid;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	}
	div.output_area .MathJax_Display {
	text-align: left !important;
	}
	div.output_area .rendered_html table {
	margin-left: 0;
	margin-right: 0;
	}
	div.output_area .rendered_html img {
	margin-left: 0;
	margin-right: 0;
	}
	div.output_area img,
	div.output_area svg {
	max-width: 100%;
	height: auto;
	}
	div.output_area img.unconfined,
	div.output_area svg.unconfined {
	max-width: none;
	}
	div.output_area .mglyph > img {
	max-width: none;
	}
	/* This is needed to protect the pre formating from global settings such
	as that of bootstrap */
	.output {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	}
	@media (max-width: 540px) {
	div.output_area {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	}
	}
	div.output_area pre {
	margin: 0;
	padding: 1px 0 1px 0;
	border: 0;
	vertical-align: baseline;
	color: black;
	background-color: transparent;
	border-radius: 0;
	}
	/* This class is for the output subarea inside the output_area and after
	the prompt div. */
	div.output_subarea {
	overflow-x: auto;
	padding: 0.4em;
	/* Old browsers */
	-webkit-box-flex: 1;
	-moz-box-flex: 1;
	box-flex: 1;
	/* Modern browsers */
	flex: 1;
	max-width: calc(100% - 14ex);
	}
	div.output_scroll div.output_subarea {
	overflow-x: visible;
	}
	/* The rest of the output_* classes are for special styling of the different
	output types */
	/* all text output has this class: */
	div.output_text {
	text-align: left;
	color: #000;
	/* This has to match that of the the CodeMirror class line-height below */
	line-height: 1.21429em;
	}
	/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are not streams */
	div.output_stderr {
	background: #fdd;
	/* very light red background for stderr */
	}
	div.output_latex {
	text-align: left;
	}
	/* Empty output_javascript divs should have no height */
	div.output_javascript:empty {
	padding: 0;
	}
	.js-error {
	color: darkred;
	}
	/* raw_input styles */
	div.raw_input_container {
	line-height: 1.21429em;
	padding-top: 5px;
	}
	pre.raw_input_prompt {
	/* nothing needed here. */
	}
	input.raw_input {
	font-family: monospace;
	font-size: inherit;
	color: inherit;
	width: auto;
	/* make sure input baseline aligns with prompt */
	vertical-align: baseline;
	/* padding + margin = 0.5em between prompt and cursor */
	padding: 0em 0.25em;
	margin: 0em 0.25em;
	}
	input.raw_input:focus {
	box-shadow: none;
	}
	p.p-space {
	margin-bottom: 10px;
	}
	div.output_unrecognized {
	padding: 5px;
	font-weight: bold;
	color: red;
	}
	div.output_unrecognized a {
	color: inherit;
	text-decoration: none;
	}
	div.output_unrecognized a:hover {
	color: inherit;
	text-decoration: none;
	}
	.rendered_html {
	color: #000;
	/* any extras will just be numbers: */
	}
	.rendered_html em {
	font-style: italic;
	}
	.rendered_html strong {
	font-weight: bold;
	}
	.rendered_html u {
	text-decoration: underline;
	}
	.rendered_html :link {
	text-decoration: underline;
	}
	.rendered_html :visited {
	text-decoration: underline;
	}
	.rendered_html h1 {
	font-size: 185.7%;
	margin: 1.08em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	}
	.rendered_html h2 {
	font-size: 157.1%;
	margin: 1.27em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	}
	.rendered_html h3 {
	font-size: 128.6%;
	margin: 1.55em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	}
	.rendered_html h4 {
	font-size: 100%;
	margin: 2em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	}
	.rendered_html h5 {
	font-size: 100%;
	margin: 2em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	font-style: italic;
	}
	.rendered_html h6 {
	font-size: 100%;
	margin: 2em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	font-style: italic;
	}
	.rendered_html h1:first-child {
	margin-top: 0.538em;
	}
	.rendered_html h2:first-child {
	margin-top: 0.636em;
	}
	.rendered_html h3:first-child {
	margin-top: 0.777em;
	}
	.rendered_html h4:first-child {
	margin-top: 1em;
	}
	.rendered_html h5:first-child {
	margin-top: 1em;
	}
	.rendered_html h6:first-child {
	margin-top: 1em;
	}
	.rendered_html ul:not(.list-inline),
	.rendered_html ol:not(.list-inline) {
	padding-left: 2em;
	}
	.rendered_html ul {
	list-style: disc;
	}
	.rendered_html ul ul {
	list-style: square;
	margin-top: 0;
	}
	.rendered_html ul ul ul {
	list-style: circle;
	}
	.rendered_html ol {
	list-style: decimal;
	}
	.rendered_html ol ol {
	list-style: upper-alpha;
	margin-top: 0;
	}
	.rendered_html ol ol ol {
	list-style: lower-alpha;
	}
	.rendered_html ol ol ol ol {
	list-style: lower-roman;
	}
	.rendered_html ol ol ol ol ol {
	list-style: decimal;
	}
	.rendered_html * + ul {
	margin-top: 1em;
	}
	.rendered_html * + ol {
	margin-top: 1em;
	}
	.rendered_html hr {
	color: black;
	background-color: black;
	}
	.rendered_html pre {
	margin: 1em 2em;
	padding: 0px;
	background-color: #fff;
	}
	.rendered_html code {
	background-color: #eff0f1;
	}
	.rendered_html p code {
	padding: 1px 5px;
	}
	.rendered_html pre code {
	background-color: #fff;
	}
	.rendered_html pre,
	.rendered_html code {
	border: 0;
	color: #000;
	font-size: 100%;
	}
	.rendered_html blockquote {
	margin: 1em 2em;
	}
	.rendered_html table {
	margin-left: auto;
	margin-right: auto;
	border: none;
	border-collapse: collapse;
	border-spacing: 0;
	color: black;
	font-size: 12px;
	table-layout: fixed;
	}
	.rendered_html thead {
	border-bottom: 1px solid black;
	vertical-align: bottom;
	}
	.rendered_html tr,
	.rendered_html th,
	.rendered_html td {
	text-align: right;
	vertical-align: middle;
	padding: 0.5em 0.5em;
	line-height: normal;
	white-space: normal;
	max-width: none;
	border: none;
	}
	.rendered_html th {
	font-weight: bold;
	}
	.rendered_html tbody tr:nth-child(odd) {
	background: #f5f5f5;
	}
	.rendered_html tbody tr:hover {
	background: rgba(66, 165, 245, 0.2);
	}
	.rendered_html * + table {
	margin-top: 1em;
	}
	.rendered_html p {
	text-align: left;
	}
	.rendered_html * + p {
	margin-top: 1em;
	}
	.rendered_html img {
	display: block;
	margin-left: auto;
	margin-right: auto;
	}
	.rendered_html * + img {
	margin-top: 1em;
	}
	.rendered_html img,
	.rendered_html svg {
	max-width: 100%;
	height: auto;
	}
	.rendered_html img.unconfined,
	.rendered_html svg.unconfined {
	max-width: none;
	}
	.rendered_html .alert {
	margin-bottom: initial;
	}
	.rendered_html * + .alert {
	margin-top: 1em;
	}
	[dir="rtl"] .rendered_html p {
	text-align: right;
	}
	div.text_cell {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	}
	@media (max-width: 540px) {
	div.text_cell > div.prompt {
	display: none;
	}
	}
	div.text_cell_render {
	/font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;/
	outline: none;
	resize: none;
	width: inherit;
	border-style: none;
	padding: 0.5em 0.5em 0.5em 0.4em;
	color: #000;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	}
	a.anchor-link:link {
	text-decoration: none;
	padding: 0px 20px;
	visibility: hidden;
	}
	h1:hover .anchor-link,
	h2:hover .anchor-link,
	h3:hover .anchor-link,
	h4:hover .anchor-link,
	h5:hover .anchor-link,
	h6:hover .anchor-link {
	visibility: visible;
	}
	.text_cell.rendered .input_area {
	display: none;
	}
	.text_cell.rendered .rendered_html {
	overflow-x: auto;
	overflow-y: hidden;
	}
	.text_cell.rendered .rendered_html tr,
	.text_cell.rendered .rendered_html th,
	.text_cell.rendered .rendered_html td {
	max-width: none;
	}
	.text_cell.unrendered .text_cell_render {
	display: none;
	}
	.text_cell .dropzone .input_area {
	border: 2px dashed #bababa;
	margin: -1px;
	}
	.cm-header-1,
	.cm-header-2,
	.cm-header-3,
	.cm-header-4,
	.cm-header-5,
	.cm-header-6 {
	font-weight: bold;
	font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
	}
	.cm-header-1 {
	font-size: 185.7%;
	}
	.cm-header-2 {
	font-size: 157.1%;
	}
	.cm-header-3 {
	font-size: 128.6%;
	}
	.cm-header-4 {
	font-size: 110%;
	}
	.cm-header-5 {
	font-size: 100%;
	font-style: italic;
	}
	.cm-header-6 {
	font-size: 100%;
	font-style: italic;
	}
	/*!
	*
	* IPython notebook webapp
	*
	*/
	@media (max-width: 767px) {
	.notebook_app {
	padding-left: 0px;
	padding-right: 0px;
	}
	}
	#ipython-main-app {
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	height: 100%;
	}
	div#notebook_panel {
	margin: 0px;
	padding: 0px;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	height: 100%;
	}
	div#notebook {
	font-size: 14px;
	line-height: 20px;
	overflow-y: hidden;
	overflow-x: auto;
	width: 100%;
	/* This spaces the page away from the edge of the notebook area */
	padding-top: 20px;
	margin: 0px;
	outline: none;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	min-height: 100%;
	}
	@media not print {
	#notebook-container {
	padding: 15px;
	background-color: #fff;
	min-height: 0;
	-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	}
	}
	@media print {
	#notebook-container {
	width: 100%;
	}
	}
	div.ui-widget-content {
	border: 1px solid #ababab;
	outline: none;
	}
	pre.dialog {
	background-color: #f7f7f7;
	border: 1px solid #ddd;
	border-radius: 2px;
	padding: 0.4em;
	padding-left: 2em;
	}
	p.dialog {
	padding: 0.2em;
	}
	/* Word-wrap output correctly. This is the CSS3 spelling, though Firefox seems
	to not honor it correctly. Webkit browsers (Chrome, rekonq, Safari) do.
	*/
	pre,
	code,
	kbd,
	samp {
	white-space: pre-wrap;
	}
	#fonttest {
	font-family: monospace;
	}
	p {
	margin-bottom: 0;
	}
	.end_space {
	min-height: 100px;
	transition: height .2s ease;
	}
	.notebook_app > #header {
	-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	}
	@media not print {
	.notebook_app {
	background-color: #EEE;
	}
	}
	kbd {
	border-style: solid;
	border-width: 1px;
	box-shadow: none;
	margin: 2px;
	padding-left: 2px;
	padding-right: 2px;
	padding-top: 1px;
	padding-bottom: 1px;
	}
	.jupyter-keybindings {
	padding: 1px;
	line-height: 24px;
	border-bottom: 1px solid gray;
	}
	.jupyter-keybindings input {
	margin: 0;
	padding: 0;
	border: none;
	}
	.jupyter-keybindings i {
	padding: 6px;
	}
	.well code {
	background-color: #ffffff;
	border-color: #ababab;
	border-width: 1px;
	border-style: solid;
	padding: 2px;
	padding-top: 1px;
	padding-bottom: 1px;
	}
	/* CSS for the cell toolbar */
	.celltoolbar {
	border: thin solid #CFCFCF;
	border-bottom: none;
	background: #EEE;
	border-radius: 2px 2px 0px 0px;
	width: 100%;
	height: 29px;
	padding-right: 4px;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	/* Old browsers */
	-webkit-box-pack: end;
	-moz-box-pack: end;
	box-pack: end;
	/* Modern browsers */
	justify-content: flex-end;
	display: -webkit-flex;
	}
	@media print {
	.celltoolbar {
	display: none;
	}
	}
	.ctb_hideshow {
	display: none;
	vertical-align: bottom;
	}
	/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
	Cell toolbars are only shown when the ctb_global_show class is also set.
	*/
	.ctb_global_show .ctb_show.ctb_hideshow {
	display: block;
	}
	.ctb_global_show .ctb_show + .input_area,
	.ctb_global_show .ctb_show + div.text_cell_input,
	.ctb_global_show .ctb_show ~ div.text_cell_render {
	border-top-right-radius: 0px;
	border-top-left-radius: 0px;
	}
	.ctb_global_show .ctb_show ~ div.text_cell_render {
	border: 1px solid #cfcfcf;
	}
	.celltoolbar {
	font-size: 87%;
	padding-top: 3px;
	}
	.celltoolbar select {
	display: block;
	width: 100%;
	height: 32px;
	padding: 6px 12px;
	font-size: 13px;
	line-height: 1.42857143;
	color: #555555;
	background-color: #fff;
	background-image: none;
	border: 1px solid #ccc;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	-webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	-o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	height: 30px;
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	width: inherit;
	font-size: inherit;
	height: 22px;
	padding: 0px;
	display: inline-block;
	}
	.celltoolbar select:focus {
	border-color: #66afe9;
	outline: 0;
	-webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	}
	.celltoolbar select::-moz-placeholder {
	color: #999;
	opacity: 1;
	}
	.celltoolbar select:-ms-input-placeholder {
	color: #999;
	}
	.celltoolbar select::-webkit-input-placeholder {
	color: #999;
	}
	.celltoolbar select::-ms-expand {
	border: 0;
	background-color: transparent;
	}
	.celltoolbar select[disabled],
	.celltoolbar select[readonly],
	fieldset[disabled] .celltoolbar select {
	background-color: #eeeeee;
	opacity: 1;
	}
	.celltoolbar select[disabled],
	fieldset[disabled] .celltoolbar select {
	cursor: not-allowed;
	}
	textarea.celltoolbar select {
	height: auto;
	}
	select.celltoolbar select {
	height: 30px;
	line-height: 30px;
	}
	textarea.celltoolbar select,
	select[multiple].celltoolbar select {
	height: auto;
	}
	.celltoolbar label {
	margin-left: 5px;
	margin-right: 5px;
	}
	.tags_button_container {
	width: 100%;
	display: flex;
	}
	.tag-container {
	display: flex;
	flex-direction: row;
	flex-grow: 1;
	overflow: hidden;
	position: relative;
	}
	.tag-container > * {
	margin: 0 4px;
	}
	.remove-tag-btn {
	margin-left: 4px;
	}
	.tags-input {
	display: flex;
	}
	.cell-tag:last-child:after {
	content: "";
	position: absolute;
	right: 0;
	width: 40px;
	height: 100%;
	/* Fade to background color of cell toolbar */
	background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
	}
	.tags-input > * {
	margin-left: 4px;
	}
	.cell-tag,
	.tags-input input,
	.tags-input button {
	display: block;
	width: 100%;
	height: 32px;
	padding: 6px 12px;
	font-size: 13px;
	line-height: 1.42857143;
	color: #555555;
	background-color: #fff;
	background-image: none;
	border: 1px solid #ccc;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	-webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	-o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	height: 30px;
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	box-shadow: none;
	width: inherit;
	font-size: inherit;
	height: 22px;
	line-height: 22px;
	padding: 0px 4px;
	display: inline-block;
	}
	.cell-tag:focus,
	.tags-input input:focus,
	.tags-input button:focus {
	border-color: #66afe9;
	outline: 0;
	-webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	}
	.cell-tag::-moz-placeholder,
	.tags-input input::-moz-placeholder,
	.tags-input button::-moz-placeholder {
	color: #999;
	opacity: 1;
	}
	.cell-tag:-ms-input-placeholder,
	.tags-input input:-ms-input-placeholder,
	.tags-input button:-ms-input-placeholder {
	color: #999;
	}
	.cell-tag::-webkit-input-placeholder,
	.tags-input input::-webkit-input-placeholder,
	.tags-input button::-webkit-input-placeholder {
	color: #999;
	}
	.cell-tag::-ms-expand,
	.tags-input input::-ms-expand,
	.tags-input button::-ms-expand {
	border: 0;
	background-color: transparent;
	}
	.cell-tag[disabled],
	.tags-input input[disabled],
	.tags-input button[disabled],
	.cell-tag[readonly],
	.tags-input input[readonly],
	.tags-input button[readonly],
	fieldset[disabled] .cell-tag,
	fieldset[disabled] .tags-input input,
	fieldset[disabled] .tags-input button {
	background-color: #eeeeee;
	opacity: 1;
	}
	.cell-tag[disabled],
	.tags-input input[disabled],
	.tags-input button[disabled],
	fieldset[disabled] .cell-tag,
	fieldset[disabled] .tags-input input,
	fieldset[disabled] .tags-input button {
	cursor: not-allowed;
	}
	textarea.cell-tag,
	textarea.tags-input input,
	textarea.tags-input button {
	height: auto;
	}
	select.cell-tag,
	select.tags-input input,
	select.tags-input button {
	height: 30px;
	line-height: 30px;
	}
	textarea.cell-tag,
	textarea.tags-input input,
	textarea.tags-input button,
	select[multiple].cell-tag,
	select[multiple].tags-input input,
	select[multiple].tags-input button {
	height: auto;
	}
	.cell-tag,
	.tags-input button {
	padding: 0px 4px;
	}
	.cell-tag {
	background-color: #fff;
	white-space: nowrap;
	}
	.tags-input input[type=text]:focus {
	outline: none;
	box-shadow: none;
	border-color: #ccc;
	}
	.completions {
	position: absolute;
	z-index: 110;
	overflow: hidden;
	border: 1px solid #ababab;
	border-radius: 2px;
	-webkit-box-shadow: 0px 6px 10px -1px #adadad;
	box-shadow: 0px 6px 10px -1px #adadad;
	line-height: 1;
	}
	.completions select {
	background: white;
	outline: none;
	border: none;
	padding: 0px;
	margin: 0px;
	overflow: auto;
	font-family: monospace;
	font-size: 110%;
	color: #000;
	width: auto;
	}
	.completions select option.context {
	color: #286090;
	}
	#kernel_logo_widget .current_kernel_logo {
	display: none;
	margin-top: -1px;
	margin-bottom: -1px;
	width: 32px;
	height: 32px;
	}
	[dir="rtl"] #kernel_logo_widget {
	float: left !important;
	float: left;
	}
	.modal .modal-body .move-path {
	display: flex;
	flex-direction: row;
	justify-content: space;
	align-items: center;
	}
	.modal .modal-body .move-path .server-root {
	padding-right: 20px;
	}
	.modal .modal-body .move-path .path-input {
	flex: 1;
	}
	#menubar {
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	margin-top: 1px;
	}
	#menubar .navbar {
	border-top: 1px;
	border-radius: 0px 0px 2px 2px;
	margin-bottom: 0px;
	}
	#menubar .navbar-toggle {
	float: left;
	padding-top: 7px;
	padding-bottom: 7px;
	border: none;
	}
	#menubar .navbar-collapse {
	clear: left;
	}
	[dir="rtl"] #menubar .navbar-toggle {
	float: right;
	}
	[dir="rtl"] #menubar .navbar-collapse {
	clear: right;
	}
	[dir="rtl"] #menubar .navbar-nav {
	float: right;
	}
	[dir="rtl"] #menubar .nav {
	padding-right: 0px;
	}
	[dir="rtl"] #menubar .navbar-nav > li {
	float: right;
	}
	[dir="rtl"] #menubar .navbar-right {
	float: left !important;
	}
	[dir="rtl"] ul.dropdown-menu {
	text-align: right;
	left: auto;
	}
	[dir="rtl"] ul#new-menu.dropdown-menu {
	right: auto;
	left: 0;
	}
	.nav-wrapper {
	border-bottom: 1px solid #e7e7e7;
	}
	i.menu-icon {
	padding-top: 4px;
	}
	[dir="rtl"] i.menu-icon.pull-right {
	float: left !important;
	float: left;
	}
	ul#help_menu li a {
	overflow: hidden;
	padding-right: 2.2em;
	}
	ul#help_menu li a i {
	margin-right: -1.2em;
	}
	[dir="rtl"] ul#help_menu li a {
	padding-left: 2.2em;
	}
	[dir="rtl"] ul#help_menu li a i {
	margin-right: 0;
	margin-left: -1.2em;
	}
	[dir="rtl"] ul#help_menu li a i.pull-right {
	float: left !important;
	float: left;
	}
	.dropdown-submenu {
	position: relative;
	}
	.dropdown-submenu > .dropdown-menu {
	top: 0;
	left: 100%;
	margin-top: -6px;
	margin-left: -1px;
	}
	[dir="rtl"] .dropdown-submenu > .dropdown-menu {
	right: 100%;
	margin-right: -1px;
	}
	.dropdown-submenu:hover > .dropdown-menu {
	display: block;
	}
	.dropdown-submenu > a:after {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	display: block;
	content: "\f0da";
	float: right;
	color: #333333;
	margin-top: 2px;
	margin-right: -10px;
	}
	.dropdown-submenu > a:after.fa-pull-left {
	margin-right: .3em;
	}
	.dropdown-submenu > a:after.fa-pull-right {
	margin-left: .3em;
	}
	.dropdown-submenu > a:after.pull-left {
	margin-right: .3em;
	}
	.dropdown-submenu > a:after.pull-right {
	margin-left: .3em;
	}
	[dir="rtl"] .dropdown-submenu > a:after {
	float: left;
	content: "\f0d9";
	margin-right: 0;
	margin-left: -10px;
	}
	.dropdown-submenu:hover > a:after {
	color: #262626;
	}
	.dropdown-submenu.pull-left {
	float: none;
	}
	.dropdown-submenu.pull-left > .dropdown-menu {
	left: -100%;
	margin-left: 10px;
	}
	#notification_area {
	float: right !important;
	float: right;
	z-index: 10;
	}
	[dir="rtl"] #notification_area {
	float: left !important;
	float: left;
	}
	.indicator_area {
	float: right !important;
	float: right;
	color: #777;
	margin-left: 5px;
	margin-right: 5px;
	width: 11px;
	z-index: 10;
	text-align: center;
	width: auto;
	}
	[dir="rtl"] .indicator_area {
	float: left !important;
	float: left;
	}
	#kernel_indicator {
	float: right !important;
	float: right;
	color: #777;
	margin-left: 5px;
	margin-right: 5px;
	width: 11px;
	z-index: 10;
	text-align: center;
	width: auto;
	border-left: 1px solid;
	}
	#kernel_indicator .kernel_indicator_name {
	padding-left: 5px;
	padding-right: 5px;
	}
	[dir="rtl"] #kernel_indicator {
	float: left !important;
	float: left;
	border-left: 0;
	border-right: 1px solid;
	}
	#modal_indicator {
	float: right !important;
	float: right;
	color: #777;
	margin-left: 5px;
	margin-right: 5px;
	width: 11px;
	z-index: 10;
	text-align: center;
	width: auto;
	}
	[dir="rtl"] #modal_indicator {
	float: left !important;
	float: left;
	}
	#readonly-indicator {
	float: right !important;
	float: right;
	color: #777;
	margin-left: 5px;
	margin-right: 5px;
	width: 11px;
	z-index: 10;
	text-align: center;
	width: auto;
	margin-top: 2px;
	margin-bottom: 0px;
	margin-left: 0px;
	margin-right: 0px;
	display: none;
	}
	.modal_indicator:before {
	width: 1.28571429em;
	text-align: center;
	}
	.edit_mode .modal_indicator:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f040";
	}
	.edit_mode .modal_indicator:before.fa-pull-left {
	margin-right: .3em;
	}
	.edit_mode .modal_indicator:before.fa-pull-right {
	margin-left: .3em;
	}
	.edit_mode .modal_indicator:before.pull-left {
	margin-right: .3em;
	}
	.edit_mode .modal_indicator:before.pull-right {
	margin-left: .3em;
	}
	.command_mode .modal_indicator:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: ' ';
	}
	.command_mode .modal_indicator:before.fa-pull-left {
	margin-right: .3em;
	}
	.command_mode .modal_indicator:before.fa-pull-right {
	margin-left: .3em;
	}
	.command_mode .modal_indicator:before.pull-left {
	margin-right: .3em;
	}
	.command_mode .modal_indicator:before.pull-right {
	margin-left: .3em;
	}
	.kernel_idle_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f10c";
	}
	.kernel_idle_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.kernel_idle_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.kernel_idle_icon:before.pull-left {
	margin-right: .3em;
	}
	.kernel_idle_icon:before.pull-right {
	margin-left: .3em;
	}
	.kernel_busy_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f111";
	}
	.kernel_busy_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.kernel_busy_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.kernel_busy_icon:before.pull-left {
	margin-right: .3em;
	}
	.kernel_busy_icon:before.pull-right {
	margin-left: .3em;
	}
	.kernel_dead_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f1e2";
	}
	.kernel_dead_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.kernel_dead_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.kernel_dead_icon:before.pull-left {
	margin-right: .3em;
	}
	.kernel_dead_icon:before.pull-right {
	margin-left: .3em;
	}
	.kernel_disconnected_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f127";
	}
	.kernel_disconnected_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.kernel_disconnected_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.kernel_disconnected_icon:before.pull-left {
	margin-right: .3em;
	}
	.kernel_disconnected_icon:before.pull-right {
	margin-left: .3em;
	}
	.notification_widget {
	color: #777;
	z-index: 10;
	background: rgba(240, 240, 240, 0.5);
	margin-right: 4px;
	color: #333;
	background-color: #fff;
	border-color: #ccc;
	}
	.notification_widget:focus,
	.notification_widget.focus {
	color: #333;
	background-color: #e6e6e6;
	border-color: #8c8c8c;
	}
	.notification_widget:hover {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	.notification_widget:active,
	.notification_widget.active,
	.open > .dropdown-toggle.notification_widget {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	.notification_widget:active:hover,
	.notification_widget.active:hover,
	.open > .dropdown-toggle.notification_widget:hover,
	.notification_widget:active:focus,
	.notification_widget.active:focus,
	.open > .dropdown-toggle.notification_widget:focus,
	.notification_widget:active.focus,
	.notification_widget.active.focus,
	.open > .dropdown-toggle.notification_widget.focus {
	color: #333;
	background-color: #d4d4d4;
	border-color: #8c8c8c;
	}
	.notification_widget:active,
	.notification_widget.active,
	.open > .dropdown-toggle.notification_widget {
	background-image: none;
	}
	.notification_widget.disabled:hover,
	.notification_widget[disabled]:hover,
	fieldset[disabled] .notification_widget:hover,
	.notification_widget.disabled:focus,
	.notification_widget[disabled]:focus,
	fieldset[disabled] .notification_widget:focus,
	.notification_widget.disabled.focus,
	.notification_widget[disabled].focus,
	fieldset[disabled] .notification_widget.focus {
	background-color: #fff;
	border-color: #ccc;
	}
	.notification_widget .badge {
	color: #fff;
	background-color: #333;
	}
	.notification_widget.warning {
	color: #fff;
	background-color: #f0ad4e;
	border-color: #eea236;
	}
	.notification_widget.warning:focus,
	.notification_widget.warning.focus {
	color: #fff;
	background-color: #ec971f;
	border-color: #985f0d;
	}
	.notification_widget.warning:hover {
	color: #fff;
	background-color: #ec971f;
	border-color: #d58512;
	}
	.notification_widget.warning:active,
	.notification_widget.warning.active,
	.open > .dropdown-toggle.notification_widget.warning {
	color: #fff;
	background-color: #ec971f;
	border-color: #d58512;
	}
	.notification_widget.warning:active:hover,
	.notification_widget.warning.active:hover,
	.open > .dropdown-toggle.notification_widget.warning:hover,
	.notification_widget.warning:active:focus,
	.notification_widget.warning.active:focus,
	.open > .dropdown-toggle.notification_widget.warning:focus,
	.notification_widget.warning:active.focus,
	.notification_widget.warning.active.focus,
	.open > .dropdown-toggle.notification_widget.warning.focus {
	color: #fff;
	background-color: #d58512;
	border-color: #985f0d;
	}
	.notification_widget.warning:active,
	.notification_widget.warning.active,
	.open > .dropdown-toggle.notification_widget.warning {
	background-image: none;
	}
	.notification_widget.warning.disabled:hover,
	.notification_widget.warning[disabled]:hover,
	fieldset[disabled] .notification_widget.warning:hover,
	.notification_widget.warning.disabled:focus,
	.notification_widget.warning[disabled]:focus,
	fieldset[disabled] .notification_widget.warning:focus,
	.notification_widget.warning.disabled.focus,
	.notification_widget.warning[disabled].focus,
	fieldset[disabled] .notification_widget.warning.focus {
	background-color: #f0ad4e;
	border-color: #eea236;
	}
	.notification_widget.warning .badge {
	color: #f0ad4e;
	background-color: #fff;
	}
	.notification_widget.success {
	color: #fff;
	background-color: #5cb85c;
	border-color: #4cae4c;
	}
	.notification_widget.success:focus,
	.notification_widget.success.focus {
	color: #fff;
	background-color: #449d44;
	border-color: #255625;
	}
	.notification_widget.success:hover {
	color: #fff;
	background-color: #449d44;
	border-color: #398439;
	}
	.notification_widget.success:active,
	.notification_widget.success.active,
	.open > .dropdown-toggle.notification_widget.success {
	color: #fff;
	background-color: #449d44;
	border-color: #398439;
	}
	.notification_widget.success:active:hover,
	.notification_widget.success.active:hover,
	.open > .dropdown-toggle.notification_widget.success:hover,
	.notification_widget.success:active:focus,
	.notification_widget.success.active:focus,
	.open > .dropdown-toggle.notification_widget.success:focus,
	.notification_widget.success:active.focus,
	.notification_widget.success.active.focus,
	.open > .dropdown-toggle.notification_widget.success.focus {
	color: #fff;
	background-color: #398439;
	border-color: #255625;
	}
	.notification_widget.success:active,
	.notification_widget.success.active,
	.open > .dropdown-toggle.notification_widget.success {
	background-image: none;
	}
	.notification_widget.success.disabled:hover,
	.notification_widget.success[disabled]:hover,
	fieldset[disabled] .notification_widget.success:hover,
	.notification_widget.success.disabled:focus,
	.notification_widget.success[disabled]:focus,
	fieldset[disabled] .notification_widget.success:focus,
	.notification_widget.success.disabled.focus,
	.notification_widget.success[disabled].focus,
	fieldset[disabled] .notification_widget.success.focus {
	background-color: #5cb85c;
	border-color: #4cae4c;
	}
	.notification_widget.success .badge {
	color: #5cb85c;
	background-color: #fff;
	}
	.notification_widget.info {
	color: #fff;
	background-color: #5bc0de;
	border-color: #46b8da;
	}
	.notification_widget.info:focus,
	.notification_widget.info.focus {
	color: #fff;
	background-color: #31b0d5;
	border-color: #1b6d85;
	}
	.notification_widget.info:hover {
	color: #fff;
	background-color: #31b0d5;
	border-color: #269abc;
	}
	.notification_widget.info:active,
	.notification_widget.info.active,
	.open > .dropdown-toggle.notification_widget.info {
	color: #fff;
	background-color: #31b0d5;
	border-color: #269abc;
	}
	.notification_widget.info:active:hover,
	.notification_widget.info.active:hover,
	.open > .dropdown-toggle.notification_widget.info:hover,
	.notification_widget.info:active:focus,
	.notification_widget.info.active:focus,
	.open > .dropdown-toggle.notification_widget.info:focus,
	.notification_widget.info:active.focus,
	.notification_widget.info.active.focus,
	.open > .dropdown-toggle.notification_widget.info.focus {
	color: #fff;
	background-color: #269abc;
	border-color: #1b6d85;
	}
	.notification_widget.info:active,
	.notification_widget.info.active,
	.open > .dropdown-toggle.notification_widget.info {
	background-image: none;
	}
	.notification_widget.info.disabled:hover,
	.notification_widget.info[disabled]:hover,
	fieldset[disabled] .notification_widget.info:hover,
	.notification_widget.info.disabled:focus,
	.notification_widget.info[disabled]:focus,
	fieldset[disabled] .notification_widget.info:focus,
	.notification_widget.info.disabled.focus,
	.notification_widget.info[disabled].focus,
	fieldset[disabled] .notification_widget.info.focus {
	background-color: #5bc0de;
	border-color: #46b8da;
	}
	.notification_widget.info .badge {
	color: #5bc0de;
	background-color: #fff;
	}
	.notification_widget.danger {
	color: #fff;
	background-color: #d9534f;
	border-color: #d43f3a;
	}
	.notification_widget.danger:focus,
	.notification_widget.danger.focus {
	color: #fff;
	background-color: #c9302c;
	border-color: #761c19;
	}
	.notification_widget.danger:hover {
	color: #fff;
	background-color: #c9302c;
	border-color: #ac2925;
	}
	.notification_widget.danger:active,
	.notification_widget.danger.active,
	.open > .dropdown-toggle.notification_widget.danger {
	color: #fff;
	background-color: #c9302c;
	border-color: #ac2925;
	}
	.notification_widget.danger:active:hover,
	.notification_widget.danger.active:hover,
	.open > .dropdown-toggle.notification_widget.danger:hover,
	.notification_widget.danger:active:focus,
	.notification_widget.danger.active:focus,
	.open > .dropdown-toggle.notification_widget.danger:focus,
	.notification_widget.danger:active.focus,
	.notification_widget.danger.active.focus,
	.open > .dropdown-toggle.notification_widget.danger.focus {
	color: #fff;
	background-color: #ac2925;
	border-color: #761c19;
	}
	.notification_widget.danger:active,
	.notification_widget.danger.active,
	.open > .dropdown-toggle.notification_widget.danger {
	background-image: none;
	}
	.notification_widget.danger.disabled:hover,
	.notification_widget.danger[disabled]:hover,
	fieldset[disabled] .notification_widget.danger:hover,
	.notification_widget.danger.disabled:focus,
	.notification_widget.danger[disabled]:focus,
	fieldset[disabled] .notification_widget.danger:focus,
	.notification_widget.danger.disabled.focus,
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	<div class=" highlight hl-python"><pre><span></span>
	</pre></div>

	</div>
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	<div class="cell border-box-sizing code_cell rendered">
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	<div class=" highlight hl-python"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
	<span class="kn">import</span> <span class="nn">tensorflow.compat.v1</span> <span class="k">as</span> <span class="nn">tf</span>
	<span class="o">%</span><span class="n">matplotlib</span> <span class="n">inline</span>
	<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">'ggplot'</span><span class="p">)</span>
	<span class="kn">import</span> <span class="nn">warnings</span>
	<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s1">'ignore'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">'figure.figsize'</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mf">20.0</span><span class="p">,</span> <span class="mf">10.0</span><span class="p">)</span>
	</pre></div>

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	<h1 id="Create-Synthetic-data"><strong>Create Synthetic data</strong><a class="anchor-link" href="#Create-Synthetic-data">¶</a></h1>
	</div>
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	<div class=" highlight hl-python"><pre><span></span><span class="n">num_points_each_cluster</span> <span class="o">=</span> <span class="mi">100</span>
	<span class="n">mu1</span> <span class="o">=</span> <span class="p">[</span><span class="o">-</span><span class="mf">0.4</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
	<span class="n">covar1</span> <span class="o">=</span> <span class="p">[[</span><span class="mf">1.3</span><span class="p">,</span><span class="mi">0</span><span class="p">],[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">]]</span>
	<span class="n">mu2</span> <span class="o">=</span> <span class="p">[</span><span class="mf">0.5</span><span class="p">,</span> <span class="mf">0.75</span><span class="p">]</span>
	<span class="n">covar2</span> <span class="o">=</span> <span class="p">[[</span><span class="mf">2.2</span><span class="p">,</span><span class="mf">1.2</span><span class="p">],[</span><span class="mf">1.8</span><span class="p">,</span><span class="mf">2.1</span><span class="p">]]</span>
	<span class="n">X1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">multivariate_normal</span><span class="p">(</span><span class="n">mu1</span><span class="p">,</span> <span class="n">covar1</span><span class="p">,</span> <span class="n">num_points_each_cluster</span><span class="p">)</span>
	<span class="n">X2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">multivariate_normal</span><span class="p">(</span><span class="n">mu2</span><span class="p">,</span> <span class="n">covar2</span><span class="p">,</span> <span class="n">num_points_each_cluster</span><span class="p">)</span>
	<span class="n">y1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="n">num_points_each_cluster</span><span class="p">)</span>
	<span class="n">y2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">num_points_each_cluster</span><span class="p">)</span>
	</pre></div>

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	<h1 id="Let's-visualize-this-data"><strong>Let's visualize this data</strong><a class="anchor-link" href="#Let's-visualize-this-data">¶</a></h1>
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	<div class="prompt input_prompt">In [6]:</div>
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	<div class=" highlight hl-python"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span> <span class="n">X1</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">X1</span><span class="p">[:,</span><span class="mi">1</span><span class="p">],</span> <span class="s1">'ro'</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">'class 1'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X2</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">X2</span><span class="p">[:,</span><span class="mi">1</span><span class="p">],</span> <span class="s1">'bo'</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">'class 0'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">'best'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
	</pre></div>

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
	"
	>
	</div>

	</div>

	</div>
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	</div>
	<div class="cell border-box-sizing code_cell rendered">
	<div class="input">
	<div class="prompt input_prompt">In [19]:</div>
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	<div class=" highlight hl-python"><pre><span></span><span class="n">X</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">vstack</span><span class="p">((</span><span class="n">X1</span><span class="p">,</span> <span class="n">X2</span><span class="p">))</span>
	<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">hstack</span><span class="p">((</span><span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">))</span>
	<span class="nb">print</span> <span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">y</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
	</pre></div>

	</div>
	</div>
	</div>

	<div class="output_wrapper">
	<div class="output">


	<div class="output_area">

	<div class="prompt"></div>


	<div class="output_subarea output_stream output_stdout output_text">
	<pre>(200, 2) (200,)
	</pre>
	</div>
	</div>

	</div>
	</div>

	</div>
	<div class="cell border-box-sizing code_cell rendered">
	<div class="input">
	<div class="prompt input_prompt">In [18]:</div>
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	<div class=" highlight hl-python"><pre><span></span><span class="n">X_tf</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">constant</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
	<span class="n">y_tf</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">constant</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
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	<h1 id="Main-logic-for-KNN"><strong>Main logic for KNN</strong><a class="anchor-link" href="#Main-logic-for-KNN">¶</a></h1>
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	<div class="prompt input_prompt">In [17]:</div>
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	<div class=" highlight hl-python"><pre><span></span><span class="k">def</span> <span class="nf">predict</span><span class="p">(</span><span class="n">X_t</span><span class="p">,</span> <span class="n">y_t</span><span class="p">,</span> <span class="n">x_t</span><span class="p">,</span> <span class="n">k_t</span><span class="p">):</span>
	<span class="n">neg_one</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">constant</span><span class="p">(</span><span class="o">-</span><span class="mf">1.0</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">float64</span><span class="p">)</span>
	<span class="c1"># we compute the L-1 distance</span>
	<span class="n">distances</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">reduce_sum</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">subtract</span><span class="p">(</span><span class="n">X_t</span><span class="p">,</span> <span class="n">x_t</span><span class="p">)),</span> <span class="mi">1</span><span class="p">)</span>
	<span class="c1"># to find the nearest points, we find the farthest points based on negative distances</span>
	<span class="c1"># we need this trick because tensorflow has top_k api and no closest_k or reverse=True api</span>
	<span class="n">neg_distances</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">multiply</span><span class="p">(</span><span class="n">distances</span><span class="p">,</span> <span class="n">neg_one</span><span class="p">)</span>
	<span class="c1"># get the indices</span>
	<span class="n">vals</span><span class="p">,</span> <span class="n">indx</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">top_k</span><span class="p">(</span><span class="n">neg_distances</span><span class="p">,</span> <span class="n">k_t</span><span class="p">)</span>
	<span class="c1"># slice the labels of these points</span>
	<span class="n">y_s</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">gather</span><span class="p">(</span><span class="n">y_t</span><span class="p">,</span> <span class="n">indx</span><span class="p">)</span>
	<span class="k">return</span> <span class="n">y_s</span>


	<span class="k">def</span> <span class="nf">get_label</span><span class="p">(</span><span class="n">preds</span><span class="p">):</span>
	<span class="n">counts</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">bincount</span><span class="p">(</span><span class="n">preds</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">'int64'</span><span class="p">))</span>
	<span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">counts</span><span class="p">)</span>
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	<h1 id="Generate-a-test-point"><strong>Generate a test point</strong><a class="anchor-link" href="#Generate-a-test-point">¶</a></h1>
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	<div class="prompt input_prompt">In [16]:</div>
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	<div class=" highlight hl-python"><pre><span></span><span class="n">example</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span>
	<span class="n">example_tf</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">constant</span><span class="p">(</span><span class="n">example</span><span class="p">,</span><span class="n">dtype</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">float64</span><span class="p">)</span>

	<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span> <span class="n">X1</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">X1</span><span class="p">[:,</span><span class="mi">1</span><span class="p">],</span> <span class="s1">'ro'</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">'class 1'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X2</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">X2</span><span class="p">[:,</span><span class="mi">1</span><span class="p">],</span> <span class="s1">'bo'</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">'class 0'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">example</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">example</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="s1">'g'</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">'D'</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">'test point'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">'best'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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	<div class="prompt input_prompt">In [20]:</div>
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	<div class=" highlight hl-python"><pre><span></span><span class="n">k_tf</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">constant</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
	<span class="n">tf</span><span class="o">.</span><span class="n">disable_v2_behavior</span><span class="p">()</span>
	<span class="k">with</span> <span class="n">tf</span><span class="o">.</span><span class="n">compat</span><span class="o">.</span><span class="n">v1</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span> <span class="k">as</span> <span class="n">sesss</span><span class="p">:</span>
	<span class="n">pr</span> <span class="o">=</span> <span class="n">predict</span><span class="p">(</span><span class="n">X_tf</span><span class="p">,</span> <span class="n">y_tf</span><span class="p">,</span> <span class="n">example_tf</span><span class="p">,</span> <span class="n">k_tf</span><span class="p">)</span>
	<span class="n">sess</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">compat</span><span class="o">.</span><span class="n">v1</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span>
	<span class="n">y_index</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">pr</span><span class="p">)</span>
	<span class="nb">print</span> <span class="p">(</span><span class="n">get_label</span><span class="p">(</span><span class="n">y_index</span><span class="p">))</span>
	<span class="c1"># print(sess.run(pr))</span>
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	<pre>0
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	<div class="prompt input_prompt">In [12]:</div>
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	<div class=" highlight hl-python"><pre><span></span><span class="n">example_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">2.5</span><span class="p">])</span>
	<span class="n">example_2_tf</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">constant</span><span class="p">(</span><span class="n">example_2</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span> <span class="n">X1</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">X1</span><span class="p">[:,</span><span class="mi">1</span><span class="p">],</span> <span class="s1">'ro'</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">'class 1'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X2</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">X2</span><span class="p">[:,</span><span class="mi">1</span><span class="p">],</span> <span class="s1">'bo'</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">'class 0'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">example_2</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">example_2</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="s1">'g'</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">'D'</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">'test point'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">'best'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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
	"
	>
	</div>

	</div>

	</div>
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	</div>
	<div class="cell border-box-sizing code_cell rendered">
	<div class="input">
	<div class="prompt input_prompt">In [21]:</div>
	<div class="inner_cell">
	<div class="input_area">
	<div class=" highlight hl-python"><pre><span></span><span class="n">pr</span> <span class="o">=</span> <span class="n">predict</span><span class="p">(</span><span class="n">X_tf</span><span class="p">,</span> <span class="n">y_tf</span><span class="p">,</span> <span class="n">example_2_tf</span><span class="p">,</span> <span class="n">k_tf</span><span class="p">)</span>
	<span class="n">y_index</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">pr</span><span class="p">)</span>
	<span class="nb">print</span> <span class="p">(</span><span class="n">get_label</span><span class="p">(</span><span class="n">y_index</span><span class="p">))</span>
	</pre></div>

	</div>
	</div>
	</div>

	<div class="output_wrapper">
	<div class="output">


	<div class="output_area">

	<div class="prompt"></div>


	<div class="output_subarea output_stream output_stdout output_text">
	<pre>1
	</pre>
	</div>
	</div>

	</div>
	</div>

	</div>
	</div>
	</div>
	</body>




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